Catherine shares her experience working across renewable, storage and large demand connections, explaining how the grid connection process works in practice and why it has become increasingly complex. She outlines the drivers behind connections reform, the shift from “first come, first served” to “first ready, first connected,” and what this means for developers, investors and the wider energy system.

Adam and Catherine also explore the realities of building and upgrading grid infrastructure, the limitations of automation and AI in this space, and where digitalisation could still play a role.

Adam and Catherine cover:

• Catherine’s role at Roadnight Taylor and the fundamentals of grid connections
• Why the grid queue has become a major bottleneck for energy projects
• Connections reform and the shift to a “ready and needed” system
• The impact of reform on developers, investors and project timelines
• Why grid infrastructure delivery, not just process, is the critical challenge
• Where automation, data and digital tools could support the grid
• Clean Power 2030 and what it will take to deliver at scale

Steven shares his experience across decades in the energy sector, reflecting on how the system has evolved from centralised, fossil-based generation to one increasingly driven by renewables, storage and distributed energy. He explains why energy efficiency has historically struggled to scale, despite its importance, and how challenges around measurement, standardisation and investment continue to hold it back.

Adam and Steven also discuss how electrification and efficiency interact at different system levels, the growing role of distributed batteries and flexibility, and how data, standardisation and de-risking tools could unlock more private capital. Along the way, they explore the human and organisational barriers that slow change, and why incentives, business models and trust are just as important as technology.

Adam and Steven cover:

• Steven’s role at EP Group and how he approaches building energy projects
• What has changed most across the energy system over the past 40 years
• Why energy efficiency remains underfunded and overlooked
• Electrification, distributed energy and the rise of flexibility markets
• How finance, standardisation and de-risking shape investment decisions
• The organisational and human barriers that can slow the energy transition

James shares his experience across local authority, consultancy and developer-side planning, explaining how energy projects move through the planning system and how decisions are made. The conversation explores the balance between commercial development, community concerns and environmental impact, as well as how biodiversity and social value are increasingly built into renewable projects from the outset.

Adam and James also discuss how planning is evolving as renewable infrastructure scales, where AI could help reduce administrative burden, and why trust, transparency and better public understanding of planning will be essential to delivering the next generation of energy projects.

Adam and James cover:

• James’s role at Starlight Energy and how renewable energy projects move through planning
• Why planning decisions are policy-led rather than popularity contests
• Balancing development, biodiversity and community concerns
• How planning professionals work with authorities, stakeholders and local communities
• Where AI could support planning systems and reduce administrative complexity
• Trust, transparency and the future of public engagement in infrastructure decisions

Lucy shares her journey across STEM industries into energy and explains how So Energy is preparing for sector shifts such as smart meter rollout, half-hourly settlement and increasing digitalisation. The conversation explores capability mapping, job design and future skills planning, as well as how AI can be used to enhance customer service and employee experience rather than replace human expertise.

Adam and Lucy cover:

• Lucy’s role at So Energy and what people partnering means in practice
• How capability mapping helps prepare for industry reform and digital change
• Job design, performance and adapting roles in a fast-moving sector
• AI as an enabler for customer service and operational efficiency
• Attracting diverse talent into energy and the skills that will matter most

Ralph shares his journey from EDF Energy and Reactive Technologies into battery optimisation, explaining how specialist optimisers manage complex assets across evolving power markets. The conversation explores how dispatch models, settlement reform and revenue certainty products are reshaping battery economics, and why operational discipline, strong onboarding and close collaboration between trading, operations and data teams are critical to protecting long-term value.

Adam and Ralph cover:

• Ralph’s role at Habitat Energy and how large-scale battery assets are optimised
• Why availability often matters more than incremental performance gains
• Where projects commonly fall short, from onboarding and metering to warranty constraints
• How market design and ancillary services influence battery returns
• The rise of co-location and what it means for asset performance and financing

Antonio shares his journey from working on early, technically driven storage projects to leading utility-scale battery portfolios across Europe, the US, and Japan. He explains how the challenges facing storage have shifted over the past decade, from understanding degradation and cycling limits to executing complex projects, securing bankability, and integrating batteries into increasingly competitive energy markets. The conversation explores how market maturity, regulation, and geography shape storage outcomes, and why realistic returns, strong execution, and the right mix of software and in-house expertise are critical to long-term value.

Adam and Antonio cover:

• Antonio’s role at Greenvolt Power and how large-scale storage portfolios are built
• Why battery storage has moved from bespoke use cases to mainstream grid infrastructure
• Where storage projects most commonly fail and how experienced teams avoid it
• The gap between engineering reality and financial bankability
• How regulation and market maturity differ across regions
• What’s really changed in battery hardware over the past decade

Stephen shares his journey from academic research in forecasting and low-voltage networks into applied AI and digital advisory work across the energy system. He explains why many of the biggest barriers to AI adoption are not technical, but relate to data quality, integration, skills, and the realities of operating safety-critical infrastructure. The conversation explores the Catapult’s role in supporting innovators, networks, and policymakers, and why strong digital foundations are essential before advanced AI can deliver value.

Adam and Stephen cover:

• Stephen’s path from academic forecasting research into sector-wide AI advisory
• Why AI in energy often fails without strong data and digital foundations
• Common pitfalls in forecasting and why simple models still matter
• How EVs, heat pumps, and flexibility are reshaping distribution networks
• The role of Smart Energy Data Services in enabling innovation
• Synthetic data, privacy, and responsible data sharing
• What it takes to move AI from pilots into real-world energy operations

Stephan shares his journey from theoretical physics and graphene research at ETH Zurich into renewable energy and battery storage, including senior roles at ABB and helping to build Huawei’s Zurich research centre, before joining RCT Power and spinning out RCT Pro to focus on commercial and industrial storage. The conversation explores why digital technologies are no longer optional but fundamental enablers of the energy transition, and how control systems, software, and hardware must evolve together.

Adam and Stephan cover:

• Stephan’s path from physics research to energy storage and power electronics
• Why declining grid inertia makes digital control essential
• RCT Power’s origins and the impact of hybrid inverters in residential storage
• Why C&I battery storage is a fundamentally different market
• The decision to spin out RCT Pro to move faster and closer to customers
• Competing with global manufacturers through localisation, usability, and trust
• What building a truly digital-first hardware company looks like in practice

The conversation explores why battery energy storage is becoming essential to the modern energy system, how batteries help stabilise prices and unlock more value from renewables, and why energy management has been historically underinvested compared to generation. Aazzum also discusses Pulse’s work on battery carbon payback, supply chain transparency, and how advances in storage and power electronics are reshaping grid services.

Adam and Aazzum cover:

• Aazzum’s role leading technology and operations at Pulse Clean Energy
• Why battery storage is critical for a reliable, low-cost energy system
• Energy management as a missing link in the energy transition
• Battery carbon payback and open-source emissions modelling
• Ethical sourcing and transparency in battery supply chains
• How storage technology is evolving to support grid resilience

The conversation explores why digital transformation is now essential for system resilience and net zero, the cultural challenge of aligning engineering and digital teams, and the role of data quality and secure data sharing in enabling innovation. Carolina also discusses the ambition behind the Data Sharing Infrastructure (DSI), the realities of deploying innovation in critical infrastructure, and what NESO is looking for through its Call for Ideas.

Adam and Carolina cover:

• Carolina’s role leading AI, innovation, and digitalisation at NESO
• Why digital transformation is critical for a resilient, net zero energy system
• Cultural challenges between engineering expertise and digital capability
• Data quality, governance, and the foundations for effective AI
• The Data Sharing Infrastructure and sector-wide collaboration
• Balancing innovation with operational risk in critical infrastructure
• What NESO is looking for through its innovation-focused Call for Ideas

Tunde shares how Gren is rethinking urban heat through digital twins, optimisation, and large-scale network design, and how their “Energy on Clyde” project is laying the foundations for a new model of low-carbon heat infrastructure. They explore why heat networks are essential for decarbonising complex buildings, the challenges of legacy systems, and how data-driven control can unlock major efficiency gains.

The conversation ranges from hands-on engineering lessons to the cultural and financial innovations needed to scale clean heat. Tunde also reflects on the role of AI, the future of O&M optimisation, and what it takes to build a truly digital-first energy organisation.

Adam and Tunde cover:

• Tunde’s journey through engineering, consultancy, and the evolution of heat networks
• How heat networks work — and why they’re vital for decarbonising cities
• Digital twins for real-time optimisation, control, and asset insight
• Using data to reduce O&M costs and improve financial performance
• Parallels between heat, power, and other infrastructure systems
• The future of AI in operational decision-making and reliability
• Building inclusive, collaborative teams in a fast-scaling energy startup

They discuss how solar-driven photocatalysis and decentralised treatment technologies are reshaping the future of clean water, and how AI-enabled monitoring can transform environmental data into faster, clearer insights for policy and public health. Stephanie also reflects on the water–energy nexus, the close relationship between how we power and purify our world, and how innovation, mentorship, and inclusion are driving change in STEM.

Adam and Stephanie cover:

• Stephanie’s journey from physics and photonics to environmental engineering
• The science behind solar-powered water treatment
• Using AI and optical data to improve water safety and monitoring
• Parallels between decentralised energy and water systems
• Mentorship, inclusion, and the next generation of scientists

They discuss how analytics, machine learning, and automation turn complex renewable data into actionable insights. Philip explains how combining human expertise with AI helps boost efficiency, reduce downtime, and extend asset life — driving smarter, more sustainable energy operations.

Adam and Philip cover:

• Philip’s journey from physics research to co-founding Bitbloom
• Using data and AI to uncover efficiency gains in renewables
• Turning complex data into clear operational insights
• Balancing automation with human expertise
• Maximising assets to power the energy transition

They explore how AI-driven modelling and decentralised energy systems are transforming the way organisations forecast demand, generation, and pricing - using approaches that range from traditional methods like ARIMA to advanced LSTM and hybrid CNN-LSTM models that combine human expertise with machine learning.

Duncan shares how SAS empowers forecasting teams through cloud-based, data-driven tools, while Ivona offers a practitioner’s view on turning insights into real-world action.

Upcoming Webinar:

This episode also highlights The Future of Energy Forecasting webinar, hosted in partnership with SAS. The session offers a deeper dive into how organisations can navigate market volatility and accelerate innovation in energy forecasting.

A grounded, forward-looking discussion on what’s next in energy forecasting, and how AI, data, and human insight are helping the sector stay ahead of change.

Ivona and Duncan discuss:

• The cost of poor forecasting and market penalties
• Modelling renewables, electrification, and volatility
• Using AI, synthetic data, and cloud platforms for smarter forecasts
• Building trust and transparency into predictive models
• The next frontier - from hybrid AI to quantum optimisation

The conversation explores the complexities of building and managing EV charging networks, from on-street lamppost chargers to high-powered hubs, and how data-driven insights inform planning, utilisation, and investment decisions. Jade explains how advanced analytics, GIS mapping, and forecasting models help stakeholders - including charge point operators, local authorities, and energy distributors - make smarter, more efficient decisions to support the growing EV ecosystem.

Adam and Jade also discuss the future of EV infrastructure, including AI-driven forecasting, integration with the energy grid, and the importance of providing equitable access to charging for all drivers. From practical operational insights to strategic planning for the energy transition, this episode offers a deep dive into the data shaping the future of EV charging in the UK.

Adam and Jade cover:

• Unexpected patterns in local EV charging behaviour
• Maintaining accurate and GDPR-compliant data
• Innovative collaborations with universities and industry partners
• Infrastructure planning, utilisation forecasting, and future pricing models
• Solutions for drivers without home charging options

On this episode of the Hypercube Podcast, Adam Sroka speaks with Rob Taylor, Group CIO at GivEnergy, the UK’s leading manufacturer of domestic battery storage systems. Rob shares his journey from receiving a shockingly high energy bill to leading the company’s software division, where he now drives cloud-based platforms, open APIs, and smart integrations that connect batteries, EV chargers, and home energy systems. 

The conversation explores the core challenge of interoperability in a fragmented energy landscape. Rob explains how GivEnergy has championed openness from the beginning and why emerging standards like the Mercury initiative are critical to enabling a connected, scalable energy ecosystem. He also unpacks the strategic importance of early involvement in EV charger protocols, beyond GivEnergy’s core battery products. 

Adam and Rob dive into the bigger picture: how domestic and grid-scale storage must work together to meet the UK’s Clean Power 2030 goals, and why cost barriers, installation complexity, and lack of targeted financial incentives are slowing broader adoption. Rob also raises concerns about security in both hardware and software supply chains, calling for greater scrutiny of development practices and long-term infrastructure risks. 

Finally, they discuss the cautious but promising role of AI in home energy management, the importance of responsible data use, and how the sector can balance innovation with consumer trust. From standards and software to security and equity, this episode offers a wide-ranging look at the forces shaping the future of home energy. 

Adam and Rob cover:

• How a sky-high energy bill led Rob from science into smart energy innovation 
• Why GivEnergy bet early on open APIs and what it means for interoperability today 
• The challenge of fragmented standards and how the Mercury initiative aims to fix it 
• Security risks in global software supply chains and the hidden vulnerabilities in home energy devices 
• Why home batteries alone aren’t enough: building toward whole-home optimisation 
• The equity gap in energy adoption and the case for targeted financial incentives 

Useful Links

Visit GivEnergy: https://givenergy.co.uk/

Connect with Rob: https://www.linkedin.com/in/robert-taylor-uk/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Chapter markers

[00:00] Batteries, fairness, and the risk of a two-tier energy system

[01:00] Meet Rob Taylor – GivEnergy’s CIO on scaling domestic storage

[05:19] Why interoperability is broken – and how Mercury might fix it

[10:13] Why Clean Power 2030 needs both grid-scale and home batteries

[17:51] Supply chain threats, software trust, and grid vulnerability

[24:43] AI hype vs real value – GivEnergy’s take on smart optimisation

Mark walks us through Wondrwall’s evolution, from its origins in motion-sensing wallpaper to a full-stack smart home system powered by AI, solar, and predictive analytics. Think of it as a self-driving car, but for your house: the platform controls heating, lighting, storage, and energy flows in real time, drawing on over 20,000 data points per home, per day.

The conversation dives into the psychology behind smart tech adoption – why most people don’t have time to be energy experts, and how Wondrwall designs for trust, not just efficiency. Mark also unpacks Wondrwall’s PowerPlan model which removes upfront costs by giving away solar panels, batteries, and EV chargers, instead selling clean power back to homeowners at lower rates.

The episode explores how smart systems can feel more like companions than control panels, offering just the right balance of automation, insight, and emotional connection. If the future of housing is intelligent, Wondrwall wants to make sure it is also human.

Adam and Mark discuss:

• Most people aren’t prosumers; Wondrwall’s AI runs the home so they don’t have to
• Human-first design: tech that acts smart, but asks before it acts
• Future Homes Standard doesn’t go far enough and risks driving up bills
• Power Plan flips the model: zero upfront cost, cheaper energy, smarter homes
• Making net-zero realistic by designing for how people actually live

Useful Links

Visit Wondrwall: https://wondrwall.com/

Connect with Mark Lufkin: https://www.linkedin.com/in/marklufkin/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Edward shares his path from chemical engineering and fuel cell research to leading CRU’s techno-economic analysis on global storage markets. He explains why battery innovation is entering a new era; one where performance, supply chain resilience, and lifecycle cost matter more than just dollars per kilowatt hour.

The conversation spans stacked containers, sodium-ion deployments, and the geopolitical tug-of-war over gigafactory dominance. Edward breaks down the industry’s shift from cost-reduction to performance optimisation, why Europe’s localisation push faces stiff competition, and how CRU models the tipping points that trigger real technology transitions.

From the chemistry of LFP and NMC to the practical limits of shipping 12MWh containers, this episode unpacks the realities behind energy storage scale-up – and what needs to happen next to move beyond lithium.

Adam and Edward cover:

• Techno-economic analysis and the shift from cost to performance optimisation
• Why LFP replaced NMC – and whether sodium, zinc, or flow batteries are next
• How CRU models battery lifetimes, cycling patterns, and levelised cost of storage
• Supply chain pressure points, from mineral refining to skilled labour shortages
• How global markets like Saudi Arabia and Morocco are reshaping storage dynamics

Useful Links

🔗 CRU Group: https://www.crugroup.com/

🔗 Connect with Edward on LinkedIn: https://www.linkedin.com/in/edward-rackley/

🔗 Join Hypercube’s Beyond Energy Community for case studies, articles, podcasts, and events: https://wearehypercube.com/join-the-community/

Jonathan shares his journey from the post-2008 financial crisis to leading one of the UK’s most innovative impact-led investment teams. At Triple Point, he’s helping drive capital into the climate transition across debt and equity, tackling everything from battery storage to transport and building decarbonisation.

The conversation dives into the challenges of pricing risk in an environment where gilts yield more than solar farms, why long-duration storage and co-location aren’t being properly valued, and how Triple Point assesses returns in markets shaped by REMA, grid reform, and regional regulation. Jonathan also unpacks the investor mindset — it’s not about sacrificing returns to do good, but about designing projects that generate strong returns because they accelerate the energy transition.

Adam and Jonathan discuss:

• Why pricing risk properly matters more than ever in a post-subsidy, high-rate world
• The real reason long-duration storage and co-location are still underdeveloped
• How Triple Point balances debt and equity to unlock complex energy projects
• What grid reform and REMA mean for investor confidence and project pipelines
• Where Europe’s energy capital is heading - and why smart regulation makes all the difference

Useful Links

Connect with Jonathan: https://www.linkedin.com/in/jonathan-hick-a302101b/

Visit Triple Point's website: https://www.triplepoint.co.uk/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Ville shares the story behind Olana Energy’s rapid pivot from solar to storage, explaining how a crash in the Finnish real estate market and a curiosity about market volatility led him to rethink how energy infrastructure should be built – and who should build it. He dives into Olana Energy’s unique people-first approach to growth, prioritising entrepreneurial local talent over project pipelines, and why that mindset is key to scaling at speed across fragmented, high-opportunity energy markets like Poland and the Baltics.

The conversation touches on everything from navigating grid chaos and regulatory red tape, to the role of storytelling, decision-making agility, and why traditional infrastructure investment models aren’t built for today’s energy volatility. Ville also opens up about rebranding the company, how to optimise BESS performance with real-time analytics, and what he looks for in capital partners with the guts to move fast.

Adam and Ville cover:

• Why the team pivoted from solar to BESS - and how they’re scaling fast across Poland and the Baltics
• The risks of project-first thinking and why finding the right people comes first
• How fast decisions, flat structures, and founder storytelling fuel infrastructure growth
• Why owning BESS knowledge in-house beats outsourcing in a still-nascent market
• What emerging markets reveal about grid visibility, investment barriers, and regulatory reform

Useful Links

Visit Olana Energy's website: https://www.olana.fi/en

Connect with Ville on LinkedIn: https://www.linkedin.com/in/villekaituri/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Giovanni shares the story of Bluefield’s journey from launching the UK’s first listed solar fund in 2013 to organically building out a group of five companies covering the entire renewables value chain. He explains why Bluefield opted for internal growth over acquisition, the benefits and cultural challenges of true integration, and how their multidisciplinary team is uniquely positioned to drive value from solar, wind, and – next up – battery storage projects across Europe.

Jon discusses the operational complexities of managing 140+ assets in multiple markets, from unifying diverse SCADA and monitoring systems to leveraging in-house data analytics for smarter asset management and performance benchmarking. The conversation dives into the strategic rationale behind Bluefield’s focus on acquiring and repowering underperforming or aging assets, as well as the growing role of batteries as a central pillar of the energy transition.

Other topics include the realities of talent competition in renewables, the critical importance of culture and retention, and why building and owning your data platform is now a must-have for forward-looking operators and investors. The episode closes with a look at Bluefield’s pan-European fund ambitions, market expansion plans, and how they’re preparing for the next wave of energy storage opportunities.

Adam, Giovanni and Jon discuss:

• The shift from a UK solar investment fund to a fully integrated renewables business covering development, construction, and operations
• How full value chain integration brings a strategic edge, but also creates unique cultural and operational challenges
• Investing in proprietary data platforms to optimise asset performance and support smarter decision-making
• Unlocking value by repowering and upgrading aging solar and wind assets
• Addressing the renewables talent gap and getting ready for the growing importance of battery storage

Useful Links

Visit Bluefield's website: https://thebluefieldgroup.com/bluefield-partners

Connect with Giovanni on LinkedIn: https://www.linkedin.com/in/giovanniterranova/

Connect with Jon on LinkedIn: https://www.linkedin.com/in/jonathan-henderson-25639522/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Giles shares how Apatura is evolving from battery energy storage to developing gigawatt-scale data centre campuses, capitalising on grid connections originally intended for BESS projects. With over 3 GW of projects now pivoted towards data centre use, Giles explains why Scotland – often overlooked compared to Ireland – is uniquely positioned to become a global hub for AI-driven computing, thanks to its abundant green power, lower temperatures, and strong connectivity.

The conversation explores how hyperscalers are seeking final demand connections and grid resilience, the opportunity to use surplus heat for local community benefit, and how regional pricing dynamics could supercharge data centre development in the central belt. Giles also reflects on the challenges of scaling a fast-moving private business and the need for government support, planning reform, and talent pipelines to capture this transformative opportunity for the Scottish economy.

Whether you’re in energy, infrastructure, or AI, this episode provides an insider look into one of the most compelling industrial plays happening on UK soil.

Adam and Giles explore:

• How Apatura is transforming grid-connected BESS sites into AI-ready data centre campuses
• Why Scotland is primed to lead: abundant green power, cooler climate, and strong fibre connectivity
• The role of batteries in providing grid resilience and powering data centres with curtailed wind
• Opportunities to reuse surplus heat from data centres for local communities and infrastructure
• The potential for £70 billion in investment and long-term job creation across Scotland

Useful Links

• Apatura's website: https://apatura.energy/
• Connect with Giles on LinkedIn: https://www.linkedin.com/in/giles-hanglin/
• Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

In this episode of the Hypercube Podcast, Adam sits down with William Goldsmith, Director of Market Intelligence at ev.energy, to explore the intersection of electric vehicles, smart charging, and virtual power plants (VPPs).

William shares his journey from the National Electricity Control Centre to helping scale ev.energy from a UK-based startup into a global clean tech company. He explains how ev.energy connects EV drivers, OEMs, and utilities to deliver cheaper, greener, and smarter home charging – transforming EVs into distributed energy assets capable of supporting the grid.

The conversation covers a wide range of topics, from the technical and regulatory challenges of deploying VPPs across multiple markets, to how data, AI, and user experience design underpin ev.energy’s ability to flexibly manage more than 200,000 vehicles on its platform. William also gives a candid overview of the company’s four-stage smart charging framework – from behavioural nudges to fully bi-directional energy flows – and why building trust and transparency is essential to unlocking the full value of vehicle-to-grid technology.

The episode closes with reflections on the importance of data standardisation, explainable forecasting models, and the cultural work behind building a technology-led, mission-driven organisation.

Adam and Will cover:

• The rise of EVs as energy assets and how smart charging turns parked cars into grid-supporting superheroes
• How ev.energy is building a virtual power plant from 200,000+ EVs to lower bills and carbon emissions
• What it takes to scale globally, from UK market unbundling to navigating US state-by-state energy rules
• The role of AI and forecasting in making smart charging smarter - and more reliable for users and utilities
• Why trust, transparency, and culture are critical to scaling climate tech with real impact

Chapter markers

[00:00] Introduction to William Goldsmith – Background and role at ev.energy.

[01:22] Early career at National Grid – Learning the grid from the inside out.

[03:34] EVs and the grid – Challenge or opportunity?

[05:10] Building smart charging experiences – Trust, design, and incentives.

[06:45] Global expansion – How market structures shape strategy.

[10:30] Virtual power plants – Aggregating 200,000+ EVs to support the grid.

[14:30] Home charging in practice – Cost savings and everyday convenience.

[19:00] Bi-directional charging – V2G, solar, and the future of flexibility.

[25:00] Data and AI – Forecasting, optimisation, and explainability.

[30:43] Culture and transparency – Scaling tech with purpose and trust.

Useful Links

ev.energy's website: Smart EV Charging Solutions | ev.energy

Connect with William on LinkedIn: William Goldsmith | LinkedIn

Join Hypercube's Beyond Energy Community: Join the Beyond Energy Community - Hypercube | Energy Technology Partner

Watch on YouTube: Smart Charging and Virtual Power Plants: EVs, Data, and Clean Energy | William Goldsmith, ev.energy - YouTube

Bridgit shares her journey through three decades in the power sector, from working with major OEMs like Schneider Electric, Alstom, and Siemens to leading innovation in offshore wind and battery storage at Ørsted. She provides valuable insights into the complexities of integrating energy storage with offshore wind farms, the regulatory shifts enabling new grid solutions, and the importance of co-location in maximising infrastructure efficiency.

The conversation explores key industry trends, including the rapid expansion of battery storage, the impact of grid connection challenges, and how regulatory changes like the Offshore Transmission Network Review (OTNR) are shaping the future. Bridgit also reflects on the role of AI and data in improving forecasting accuracy, optimising trading strategies, and enhancing grid flexibility.

Beyond the technical and regulatory landscape, the discussion touches on gender diversity in the energy sector. Bridgit candidly shares her experiences navigating a traditionally male-dominated industry, the importance of building strong professional networks, and the role of mentorship in driving meaningful change.

Adam and Bridgit discuss:

• The rise of battery storage and its impact on the energy market
• Co-location as a key solution to grid constraints and efficiency
• Regulatory changes driving offshore wind and storage integration
• AI’s role in forecasting, trading, and consumer energy decisions
• Gender diversity in energy and the power of professional networks

Useful Links

Bridgit's LinkedIn: Bridgit Hartland-Johnson | LinkedIn

Ørsted's website: Orsted.co.uk - Love your home

Join Hypercube's Beyond Energy Community: Join the Beyond Energy Community - Hypercube | Energy Technology Partner

Subscribe on YouTube: Hypercube - YouTube

Louise shares her journey from studying history to becoming a leading energy lawyer, reflecting on the dynamic shifts in the industry over the past 15 years. She provides deep insights into the regulatory frameworks shaping the future of energy, including the upcoming connections reform and the Review of Electricity Market Arrangements (REMA). Listeners will gain a legal perspective on the challenges and opportunities presented by strategic alignment, long-duration energy storage policies, and the complexities of financing energy projects in a changing landscape.

Beyond legal insights, the conversation dives into gender diversity in energy and law, touching on Louise’s personal experiences balancing a high-profile legal career with family life. She discusses the importance of parental leave policies, mentorship, and initiatives like Women in Energy Storage (WiNES), which she co-founded to foster a more inclusive industry.

Whether you’re an energy professional, legal expert, or simply interested in the future of clean energy, this episode provides a fascinating look at the intersection of law, policy, and industry transformation.

Adam and Louise explore:

• The evolving regulatory landscape: connections reform and REMA
• Legal challenges in financing and developing energy projects
• The impact of AI and energy demand on infrastructure planning
• Gender diversity in energy and the role of supportive policies
• The launch and growth of Women in Energy Storage (WiNES)

Useful Links

Louise Dalton's LinkedIn: Louise Dalton | LinkedIn

CMS website: International law firm CMS | United Kingdom

CMS UK LinkedIn: CMS UK: Posts | LinkedIn

WiNES LinkedIn: WinES (Women in Energy Storage): Posts | LinkedIn

Join Hypercube's Beyond Energy Community: Join the Beyond Energy Community - Hypercube | Energy Technology Partner

Subscribe on YouTube: Hypercube - YouTube

Stephan shares his journey from PhD research on battery storage in 2014 to building TWAICE, a company focused on ensuring energy storage assets operate safely, efficiently, and with high availability. The conversation explores the increasing complexity of BESS projects, highlighting how early planning decisions, supplier selection, and real-time data analytics can make or break asset performance.

They dive into key industry trends, from the dominance of LFP batteries to the growing role of AI in predictive maintenance, digital twins, and performance forecasting. Stephan also reveals insights from TWAICE’s BESS Pros Survey Report of 100 BESS experts, underscoring availability challenges and the importance of a strong data strategy.

Listeners will gain a deeper understanding of the technical and commercial challenges in energy storage, the risks of treating batteries like traditional renewables, and the long-term impact of investment decisions in this fast-growing sector. Whether you’re an asset owner, developer, or investor, this episode offers valuable lessons on navigating the future of BESS.

Adam and Stephan discuss:

• From research to reality: How Stephan’s PhD on battery storage led to the creation of TWAICE, shaping the future of energy storage analytics.
• Optimising BESS performance: The importance of data-driven decision-making in planning, supplier selection, and real-time monitoring to maximise availability and efficiency.
• AI and digital twins: Leveraging predictive analytics and simulation models to enhance safety, performance, and long-term asset management.
• Trends and challenges: The rise of LFP batteries, the influx of new investors, and why availability issues are a top concern for BESS operators today.

Useful Links

Stephan Rohr's LinkedIn: https://www.linkedin.com/in/dr-stephan-rohr-01a353a7/

TWAICE website: https://www.twaice.com

TWAICE BESS Pros Survey Report: https://www.twaice.com/guides-reports/bess-pros-survey-report

TWAICE LinkedIn: https://www.linkedin.com/company/twaice/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Subscribe on YouTube: https://www.youtube.com/@wearehypercube/

Markus shares how his early experiences with changing winters in Austria sparked his passion for the environment and led to his career in renewables. The discussion highlights the challenges and opportunities in building and managing over 60 renewable energy sites, including gigawatt-scale solar and BESS projects. The conversation dives into the growing importance of AI and data warehouses in the energy sector. Markus explains how Innova is leveraging AI for practical use cases, such as automating data validation and streamlining admin-heavy tasks, while emphasising the need for a thoughtful, step-by-step approach to implementation.

Listeners will gain insights into grid connection challenges, long-term asset management, and the value of fostering university partnerships to attract top talent. With a mix of technical expertise and personal reflections, this episode offers actionable strategies for industry professionals and anyone passionate about the future of renewable energy.

Adam and Markus explore:

• A passion for renewables: How Markus’ Austrian roots and a love for the outdoors inspired his career in renewable energy.
• Innova’s impact: Managing over 60 renewable energy projects, including gigawatt-scale solar and battery storage, with a vertically integrated approach.
• AI in action: Using data lakes and AI to automate admin tasks, validate data, and enhance operational efficiency.
• Overcoming grid challenges: Navigating grid connection delays and regulatory hurdles, and how reforms could accelerate renewable deployment.
• Shaping the future: Attracting top talent through university partnerships and leveraging innovative technologies to scale renewable energy solutions.

Useful Links

Markus' LinkedIn: https://www.linkedin.com/in/markusdirnbacher/

Innova's website: https://innova.co.uk/

Markus' blog: https://www.electrifying.world/

Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

Subscribe on YouTube: https://www.youtube.com/@wearehypercube/featured

The conversation delves into the challenges and opportunities of scaling battery energy storage solutions, addressing grid stability, market volatility, and the importance of long-term financial sustainability. Peter shares insights into Harmony Energy’s innovative AI platform, “Harmonise,” and how data and automation are optimising asset performance while supporting preventative maintenance.

With engaging discussions on global expansion, grid reform, and the evolving energy market, this episode is packed with actionable insights for industry professionals. It’s a must-listen for anyone passionate about sustainability, renewable energy, and the future of the energy transition.

Adam and Peter discuss:

• From wind to storage: Harmony Energy’s journey from developing wind farms to becoming a leader in global battery storage solutions.
• Scaling without subsidies: How Harmony Energy achieved growth without relying on taxpayer-funded subsidies, reducing consumer costs and carbon emissions.
• Energy market transformation: Insights into the rapid evolution of the energy market and the role of batteries in managing volatility and ensuring grid stability.
• Data & AI driving efficiency: Leveraging platforms like "Harmonise" to optimise asset performance and enhance preventative maintenance.
• Global expansion: The complexities of scaling energy solutions across markets in Europe, New Zealand, and beyond.

Useful Links

Harmony Energy's website: Harmony Energy | Renewable Energy Storage Projects

Harmony Energy's LinkedIn: Harmony Energy | LinkedIn

Peter's LinkedIn: Peter Kavanagh | LinkedIn

Hypercube's YouTube channel: Hypercube - YouTube

The conversation dives into the evolving role of batteries in supporting grid stability, addressing market volatility, and unlocking new revenue streams. Cynthia and Connor share expert insights on how data, AI, and automation are transforming energy operations, from optimising battery performance to navigating the challenges of settlement and regulation.

With engaging discussions on capacity markets, regulatory reforms, and the untapped potential of historical data analysis, this episode highlights the opportunities and challenges of driving the energy transition. Packed with actionable insights for industry professionals, it’s a must-listen for anyone navigating the complex interplay of technology, data, and energy innovation.

Adam, Cynthia & Connor cover:

• From coal to renewables: The UK’s last coal station closed as renewables hit 50% of the energy mix.
• Battery storage growth: Batteries now key to grid stability and market opportunities.
• Energy market complexity: Regulatory shifts and grid reforms are reshaping the industry.
• Data & AI in action: Automation and analytics are unlocking new energy efficiencies at pace.

Useful Links

• Hypercube website: https://wearehypercube.com/
• Adam's LinkedIn: https://www.linkedin.com/in/aesroka/
• Cynthia's LinkedIn: https://www.linkedin.com/in/cynthia-grainger-b2519b18/
• Connor's LinkedIn: https://www.linkedin.com/in/connorgalbraith/
• Join Hypercube's Beyond Energy Community: https://wearehypercube.com/join-the-community/

The conversation highlights the challenges and opportunities of fostering cross-sector collaboration, enhancing stakeholder engagement, and equipping local authorities with the skills and tools they need to become effective clients for place-based innovation. James and Rachel share compelling examples of local Net Zero strategies, including large-scale retrofits, rural energy hubs, and data ecosystems, which are driving sustainable progress.

Adam, Rachel & James discuss:

• How the Net Zero Living Programme helps local authorities implement tailored Net Zero strategies
• The role of collaboration across private and public sectors in driving local Net Zero projects
• Tackling challenges like data access and stakeholder engagement for better outcomes
• Examples of projects like rural energy hubs and data ecosystems in action.

Useful Links

Innovate UK's Net Zero Living Programme: https://iuk-business-connect.org.uk/programme/net-zero-living

Innovate UK's Net Zero Living Programme LinkedIn: https://www.linkedin.com/showcase/netzeroliving/

Urban Foresight website: https://urbanforesight.org/

Connect with Rachel on LinkedIn: https://www.linkedin.com/in/rachel-duggan10/

Connect with James on LinkedIn: https://www.linkedin.com/in/jamestaplin/

Charlotte shares insights into Kraken’s push for industry-wide data standardisation and its use of AI to transform customer interactions, optimise fleets and streamline onboarding processes.

The discussion expands on Kraken’s mission to use technology to make the energy transition faster and cheaper, with a focus on integrating consumer devices like EVs, heat pumps and home batteries into managed programs. Charlotte reveals how Kraken’s innovative culture, supported by initiatives like “family dinner” sessions and embedded data science teams, enables the company to adapt quickly to the evolving energy technology landscape. For the tech enthusiasts, the episode dives into Kraken’s use of tools like its “Snap” model for asset optimisation and its approach to mixed-integer linear programming.

Adam and Charlotte explore:

• The role of demand-side flexibility
• Kraken’s mission, growth and new innovations
• Complexities of managing grid-scale and residential assets, and the push for industrywide standardisation
• Kraken’s approach to embedding AI across its operations and the broader challenges and opportunities in energy tech.

Chapter markers

[00:17] Meet Charlotte Johnson from Kraken

[00:30] Understanding the role of Global Director of Markets

[00:45] Monetising distributed energy resources

[02:12] Career path and skills for the energy sector

[04:29] Kraken and Octopus energy relationship

[08:31] Data challenges in energy flexibility

[17:19] The role of demand side in energy transition

[25:38] Tech culture and AI at Kraken

[32:27] Closing remarks and future prospects

Useful Links

Charlotte on LinkedIn: https://www.linkedin.com/in/charlotte-johnson-358790b3/

Kraken's website: https://kraken.tech/

Elizabeth worked at Aggreko for almost five years and spearheaded new data analysis procedures to help drive value and enhance decision-making across the business. This involved working with various teams to understand what the company needed to grow, and we hear how she managed that cross-team involvement with initiatives including an Insight Steerco. We also learn how Elizabeth worked to build a self-service cloud-first platform for the business's data to be stored for analysis and reporting and how she sold that technology to stakeholders.

Today, Elizabeth is a freelance data and technology consultant, taking all the insight and skills she's learned over her career and using them to help businesses best utilise their data to drive insights and make better decisions. She tells us about how she found that transition into freelancing and how important her connections in her network were for staying up to date with the industry trends after returning from maternity leave.

Together, Adam and Elizabeth discuss: 

• The use of company data to solve complex international growth challenges
• Leading efficient cross-team collaboration
• Strategies for streamlining organisational processes into a modern central hub
• The move to freelance consultancy and the importance of a strong network.

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[00:35] Introduction to Elizabeth, her consultancy work, and her time at Aggreko

[04:25] Using data to solve Aggreko's complex challenges

[09:02] The logistics of effective team collaboration  

[12:20] The value of strong consulting skills

[18:07] Streamlining company data to one central hub

[24:30] Elizabeth's journey into freelance consultancy

[27:00] The importance of networking as a data technology professional

[30:16] Elizabeth on the future of AI

Useful Links

Elizabeth on LinkedIn: https://www.linkedin.com/in/elizabeth-hollinger-31055234/  

Aggreko's website: https://www.aggreko.com  

Corva is a platform providing analytics and data-driven insights that lead to informed real-time decisions for the oil and gas industry. They refer to themselves as “the app store for the energy sector," thanks to their wide variety of visualisation tools that can showcase site data straight from the source and share it with stakeholders. 

Jessica and Adam talk about how Corva is leading the charge for innovation in the sector: facing the challenges of gathering real-time data from often dangerous and remote locations and keeping those methods up to date with the constantly changing drilling technologies and trends.

The conversation then turns to Corva’s robust end-user testing for their user interface and the confluence of subject-matter experts working with machine learning models to provide the most valuable assets.  

We also learn about Jessica’s approach to leadership in the high-pressure world of oil and gas. While communication and empowerment are important, Jessica tells us how she values curiosity in her team: you can’t work in innovation if you aren’t naturally curious!

Together, Adam and Jessica discuss: 

• The unique innovations and challenges in oil and gas data science
• Corva’s prioritisation of end-user testing 
• Machine Learning in data visualisation 
• Leadership qualities for high-pressure environments

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[00:35] Introduction to Jessica and Corva

[04:00] Why drilling is the most advanced energy operations sector

[06:55] The challenges of gathering data from such difficult situations

[09:55] Perfecting the user interface

[13:58] The common misuses of machine learning

[16:53] The day-to-day life of a Completions Manager

[19:00] Driving innovation while avoiding risk

[22:03] Jessica’s leadership essentials for a high-pressure sector

Adam and Steven begin by talking about how Zenobē has grown as a business in the past eight years. Steven goes on to share his advice on building a team full of T-shaped employees: individuals with specific specialisms who have an understanding of the roles around them. Steven and Adam also discuss the importance of making what’s ecologically sustainable, financially sustainable. Finally, the pair explore their use of data analysis technologies; as we go on to learn, whilst up-to-date technology is necessary, it is nothing without the right people behind it.

Together, Adam and Steven discuss: 

• The growth of Zenobē
• How to develop a team that can overcome the unique challenges faced by the energy sector
• The confluence of creativity and technology in data analytics 
• Why now is the perfect time to get into the energy sector

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[00:40] Introduction to Steven and Zenobē

[04:57] Why ecologically sustainable activities must also be financially sustainable

[06:04] How Zenobē grew their team

[13:32] Data analytics: technology combined with creativity

[18:07] The barriers for new people joining the energy industry

[22:00] The unique challenges for those working in the energy sector

[27:25] The life of being a Founder

Useful Links

Steven on LinkedIn: https://www.linkedin.com/in/stevencgmeersman/ 

Zenobē on LinkedIn: https://www.linkedin.com/company/zenobe-energy-ltd/ 

Zenobē’s website: www.zenobe.com 

Gus, Sheng and Adam discuss the exciting work the CNZ does at home and around the world. Much of their research makes use of historic smart meter data that’s gathered from other energy sector businesses.

They discuss how they interpret this data and use it to fuel synthetic modelling that can be used for research into current energy usage. 

We also learn about OpenSynth, a new project the CNZ has launched with The Linux Foundation (LF Energy). The project fuels a community of researchers with smart meter data they’ve gathered, allowing other researchers to conduct their own studies. The dataset released via OpenSynth is said to contain ten million synthetic load profiles, trained on over three hundred million smart meter readings from twenty thousand Octopus Energy UK households. 

The three talk about the capitalisation of this information and the privacy concerns that smart meter users may have with research companies, accessing their energy consumption and specific demographic data.

They discuss the different ways smart meter data is gathered around the world and how this can reflect local consumption behaviours. Gus and Sheng also go on to discuss the ways researchers can educate the public on the benefits of using this data, such as publishing use cases. 

Gus, Sheng and Adam discuss: 

• The work carried out at the Centre for Net Zero
• The Centre’s relationship with the energy sector
• OpenSynth, the new community of energy researchers
• The use of Smart Meter data in research
• Privacy concerns surrounding the capitalisation of such personal data

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:44] Introduction to Gus, Sheng and the Centre for Net Zero

[4:39] Deciding the biggest priorities for CNZ

[06:57] Modelling synthetic smart meter data 

[12:23] The difference in data from around the world

[15:26] Generating synthetic data and smart meter data privacy concerns

[22:00] The line between appropriate and problematic data usage

[26:24] The future of smart meter research 

Useful Links

The Centre for Net Zero website: centrefornetzero.org

OpenSynth, the CNZ’s new project: https://www.centrefornetzero.org/news/opensynth-new-data-release 

Gus on LinkedIn: https://www.linkedin.com/in/anguschadney

Sheng on LinkedIn: https://www.linkedin.com/in/shengy90

Rosina sits down to discuss the confluence of traditional and modern ways of working across the industry, the varying access to existing data, and how to handle clients who don’t (and do!) understand AI and other emerging technologies.

Adam and Rosina also go on to talk about the rise of “tiny ML”, the smaller implementations of machine learning that tend to be locally hosted, as opposed to the infrastructure being hosted offsite or in the cloud – very beneficial for those in areas of low connectivity. 

The conversation also touches on the more ‘day-to-day’ side of being a freelance data consultant. Rosina spends a lot of time with SMEs and their data teams, assisting them in the analytics of their new systems and navigating the dangers of trust degradation in working relationships.

She talks about the art of selling a new data process to a business, and Adam shares his thoughts on managing expectations with clients. 

Together, Adam and Rosina discuss: 

• The new opportunities being created via tiny ML
• The day in the life of a freelance data and AI specialist
• Advice on client management in the energy sector 
• Rosina’s advice for other data specialists in the field

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:44] Introduction to Rosina and her data consultancy work

[2:41] The biggest opportunities facing the energy sector in regards to data and AI

[07:47] The rise of “tiny ML” and the opportunities available

[10:29] The day-to-day life as a data consultant

[14:49] Educating clients and the art of managing their expectations

[18:55] How to convince clients to invest in new data strategies

[24:05] Rosina’s advice for the next generation of data consultants 

Useful Links

Rosina’s LinkedIn: https://www.linkedin.com/in/rosina-norton

Damian joins us to discuss the work done at TIDE, their commitments to equity, diversity, and inclusion (EDI) in the energy sector, and how such commitments can boost efficiency and productivity.

Damian tells us how the Energy sector has historically been one of the least inclusive industries in the UK. It’s important to recognise that there’s a lot of different identities in the industry: different religions, genders, orientations, ethnicities, mental and physical abilities, and so on.

Adam and Damian discuss how everyone can come together and provide support for the colleagues who need it. 

But why does this matter? What does it have to do with anything about how businesses can make smarter decisions and accelerate business growth? Quite a lot, as Damian explains.

He tells us how working in a safe and inclusive environment can allow colleagues to work more comfortably as their true selves, leading to more efficiency and productivity in the role.

It’s also good for attracting external business opportunities and new talent: smarter decisions on a social-level, accelerating business growth. 

In this episode, Adam and Damian discuss:

• How to build an EDI roadmap for your business 
• Navigating the difficult task of change management
• How embracing EDI can lead to business growth in the future

The Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:46] Introduction to Damian and his volunteering work for Pride in Energy & TIDE

[10:29] How to work with CEOs to build a strategic EDI roadmap for your business and why it’s important. 

[16:41] The changing world of work and how EDI initiatives must be seen as a priority now and in the future.

[19:58] The changes Damian would like to see in the sector over the next ten years.

[24:44] Where to go to find out more about Damian and TIDE. 

Useful Links

Damian’s LinkedIn: https://www.linkedin.com/in/damiandowling/ 

The TIDE website: https://www.energyedihub.uk/

This week, Adam is joined by Andrew Hughes, CEO of TripShift, to discuss the issues surrounding businesses gathering data insights for their Scope 3 (Travel and Transport) emissions to drive sustainable change in their workplace.

Andrew tells us about his business, TripShift, and how they gather real-time data on employee travel habits. UK legislation says that businesses must report on and be held accountable for their Scope 3 emissions - but as Andrew points out, this data isn’t always controllable due to third-party transport and other external factors.

He tells us how technology is evolving in the field of real-time data gathering and analysis and what this means for businesses working to identify areas to reduce their carbon emissions. 

Adam and Andrew also discuss how to approach greener transport options without focussing on the “doom-loop” aspect of climate change and how gamification is proving to spur change among larger businesses. 

In this episode, Adam and Andrew discuss: 

• The problems with gathering data for Scope 3 emissions
• The benefits to real-time data and how AI will continue to improve this 
• How gamification can lead the way for change in carbon emission reduction
• How to handle the doom-conversations surrounding climate change to advocate for travel

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[1:45] The issues around Scope 3 emissions reporting and how TripShift can help.

[7:02] How businesses can interpret their Scope 3 data to identify areas of change and “move better," and how AI will be able to deliver more insights.

[12:45] The bigger challenges for businesses reporting Scope 3 data.

[16:20] Positive business strategies that can come out as a result of quick-time data.

[18:30] How gamification can use competition to further carbon emission considerations within a business.

[21:55] Why Andrew advocates for travel while navigating the personal “doom-loop” anxiety around global warming.

[25:26] How TripShift finds talent whose goals are aligned with the business.

[28:52] Andrew details where people can find out more about TripShift. 

Useful Links

Tripshift

Ali takes us under the hood of some of the data science work that is critical for those building out the country’s EV charging infrastructure. He explains the age-old challenges of data quality, access, and cost and how this impacts the focus of his team.

Adam quizzes Ali on his day-to-day life as a data science lead. They dig into how he prioritises projects, how data science fits within the broader organisation, and some of the big considerations when building a data science team.

Finally, Ali and Adam look ahead at the direction of the industry. They discuss the impact of emerging technologies, and Ali shares his vision for a nationwide, dynamic pricing system to balance the grid and benefit EV users.

In this episode, Adam and Ali cover:

• The role of EV charging in achieving grid balance
• How to prioritise data science projects in a start-up
• Why your ‘dream team’ may not be the best team when scaling
• Industry experience vs technical skill set: Which is most important?
• The impact of technologies like GenAI on data analysis and modelling

Links from the episode:

• Creating a Data-Driven Organization: Practical Advice from the Trenches by Carl Anderson
• Connected Kerb

Chapter Markers

[0:48] Introduction to Ali Saad, his background, and his role at Connected Kerb.

[01:47] Using Data and AI to optimise EV charging infrastructure.

[05:43] Challenges with EV charging data access, quality, and cost.   

[08:40] Defining a data science strategy and prioritising projects as a start-up.

[10:33] A Day in the Life of a Data Science Lead.

[11:26] Key considerations for building a data science team when scaling-up.

[15:49] The most important skills and qualities to look for when hiring. 

[18:35] The impact of emerging technologies like GenAI on data science at Connected Kerb.

[19:52] How new technologies and data science trends will advance the energy sector. 

[22:59] Areas of focus for young data professionals looking to enter the industry.

Kevin shares his experiences applying data science to district heating networks in the UK, highlighting the challenges and opportunities involved.

He and Adam dig into practical considerations around using AI and data in the sector, from the importance of understanding customer behaviour to the need to evaluate the sustainability of technology.

They look at the trade-offs between speed and accuracy when designing data-driven solutions and how to strike the right balance.

Adam also picks Kevin’s brains on the tools that he uses on a daily basis and gets his advice for those looking to build successful data science teams.

Following on from Kevin’s keynote on using AI for sustainable energy systems at Euro Energy 2024, this episode is a glimpse into how the energy industry can make the most of AI and data in the real world. 

In this episode, Kevin and Adam discuss:

• How district heating systems in the UK have evolved.
• Key considerations when optimising energy systems.
• The energy cost of AI and data science technologies.
• Advice on tools and approaches for data science teams.
• The need for both domain experts and technical specialists.

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:40] Introduction to Kevin and his background in data science and the energy sector.

[2:41] Innovations across UK district heating networks, thermal storage, and demand-side flexibility.

[6:57] Using data and AI to optimise energy systems in real-world scenarios.

[10:15] The need to consider sustainability when leveraging AI and data science.

[13:17] How to strike the balance between user expectations and technical constraints.

[17:06] The possibilities and flexibilities of using open-source tools.

[18:35] An overview of the tools and technologies Kevin uses day-to-day.

[21:32] Advice for designing data-driven energy solutions and the knowledge needed.

[24:38] Kevin talks about his keynote at the Euro Energy 2024 conference.

[29:32] How to connect with Kevin and learn more about his work.

National Grid is a goliath in the UK and US energy space with a huge remit, but our conversation with Ryan focuses on how it is using vast amounts of geospatial data to power its electricity and gas transmission and distribution networks.

Ryan draws on his background using geospatial data in both the armed forces and now the energy sector to illustrate how this technology has evolved. He digs into the scale and complexity of National Grid's geospatial data and the challenges of managing such large data volumes.

He and Adam discuss the pace of the energy and data landscapes, the impact this has on the strategy of such a big organisation, and the opportunity it presents for start-ups to help with problem-solving.

Along with Ryan’s take on the trends to expect, this episode is a real insight into the uses of geospatial data analytics in the energy space.

In this episode, Adam and Ryan discuss:

• National Grid’s ‘Big Work’
• The role of geospatial data and analytics in the utility industry 
• Remaining agile when both the energy sector and data technologies are evolving rapidly
• How entrepreneurs and startups can work to support National Grid
• Trends in geospatial technologies and the growing role of AI and machine learning in the energy sector

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:34] Introduction to Ryan and what his role at National Grid involves.

[2:59] The scale and complexity of National Grid's geospatial data in the UK and US.

[6:02] National Grid's ‘big work’ challenge and evolving strategies for dealing with the large volume of data.

[8:39] How geospatial technology has changed over the course of Ryan's career in both the armed forces and in the energy sector.

[11:21] The process for adopting new technologies and how National Grid operates with the agility to leverage innovative solutions.

[13:34] Advice for developing an enterprise geospatial strategy with a ‘problem-first’ approach.

[16:11] The importance of seeing through strategic decisions despite an evolving landscape.

[18:11] Trends in geospatial technology and how they can be applied in the energy sector.

[22:54] How events like the Data Lab's geospatial fringe event foster talent in the energy industry.

[24:24] Opportunities to connect with Ryan and learn more about the National Grid.

Doug gives his perspective on the importance of bridging information gaps in the supply and demand of electricity and using software to manage it. He highlights the big motivations for this, especially as the energy landscape shifts towards electric vehicles and heat pumps as a home’s most energy-hungry appliances. He also makes interesting observations on where the sector will get its data in the future and how to utilise it.

Alongside the software and technical considerations, Doug and Adam delve into the complexity of the energy industry and the need for simpler messaging to improve public understanding, which will drive change. Doug discusses the challenges facing both major players and smaller, innovative companies in building trust with customers and finding successful commercial models. He puts the energy industry in context with some of his unique analogies and shares his vision for the future, highlighting the importance of creative and bold thinking as part of the transition to a more sustainable future.

In this episode, Adam and Doug discuss:

• Using flexible energy management approaches to balance the grid
• The need for a maturity journey in the energy industry
• Where the innovation will come from in the sector
• Challenges in building trust and commercial models
• Setting bolder goals for the energy sector

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[1:07] Grid balancing challenges and how software and flexible energy management can help.

[4:55] How local, decentralised energy assets can help with national grid challenges.

[7:38] The importance of considering the end-user when designing energy strategies.

[12:27] Changes in data collection, the limitations of smart metres, and the need for innovation.

[19:05] How Ohme has focused on building trust through transparency and customer-centric approach.

[24:18] Changing commercial models within the energy sector to build ongoing relationships with customers.

[26:58] Restrictions in how the energy industry operates that limit innovation.

[28:55] Thinking more boldly about energy, what it offers customers, and how it can be used.

Jethro discusses his academic journey from his mathematics background and how he is now looking at its practical application in the energy sector. He and Adam discuss the joint responsibilities of both universities and the energy industry itself to attract talent and equip individuals with the skills needed to advance in an increasingly high-profile sector. 

From the role of hackathons and forecasting competitions to how universities grapple with teaching emerging technologies, the conversation covers the intersection of academia and the energy industry and why it is so key. Jethro talks about how changes in the availability of data are allowing better research to come from universities and how the evolution of models like AI weather forecasting will have a profound impact moving forward.

In this episode, Adam and Jethro cover:

• Attracting talent with the right skills to the energy industry
• The impact of forecasting competitions on innovation
• Teaching technologies that are still developing
• The development of “weather-led” energy systems
• Democratising access to accurate predictions with emerging technologies

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:43] Introduction to Jethro, his career in academia, and what led him to focus on energy forecasting.

[2:52] Adam and Jethro explore whether universities are approaching subjects in the right way to prepare people for roles in the industry.

[5:22] What does the energy sector itself need to do to attract the best talent?

[7:14] Changes in data accessibility and the impact this has on researchers and innovation.

[10:10] Advice for researchers and those aspiring to follow in Jethro’s footsteps of academia.

[12:29] How energy forecasting and trading competitions have changed and what they do for the industry.

[19:09] The emergence of AI weather models and how they can be utilised for energy forecasting.

[20:58] Adam asks which technologies and trends will be most impactful over the next few years.

[23:15] How universities grapple with teaching emerging technologies, in particular, Large Language Models.

[25:42] Jethro explains where you can find out more about his research and upcoming University of Glasgow initiatives.

Adam and Robyn zoom in on the UK energy sector and the real-world challenges of data science, analytics, and modelling for this market. Robyn outlines the issues with data quality and the fact that, in this space, the future does not necessarily reflect the past. They dig into how regulatory and policy decisions affect the industry and why it is essential to maintain stability through any changes to ensure ongoing financial investment. 

They share their perspectives on future trends, particularly in relation to energy storage, and touch on demand-side responses for domestic users. Robyn goes on to emphasise the importance of delivering simplified, explainable insights for industry stakeholders as it moves towards net-zero. 

During their conversation, Adam and Robyn cover:

• Data quality issues that make modelling a particular challenge  
• Bringing more data science talent into the industry
• The importance of stability in the sector for investment
• Energy market reforms in the UK and their impact
• Maintaining precision in data models without sacrificing usability

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

If you enjoyed the episode with Robyn, go back and listen to our previous episode with Modo Energy CEO Quentin Scrimshire for more on how the company is focused on increasing the visibility of information within the sector.   

Chapter Markers

[0:50] Robyn gives an overview of Modo Energy and her background in the energy storage sector.

[3:30] Robyn and Adam discuss the challenges of data science in the energy sector and the difficulties of building accurate models in the sector.

[5:18] Robyn touches on the difficulties of finding and developing talent for data science roles in the energy industry and offers advice for students and those looking to get into the sector.

[8:07] Robyn unpacks the key takeaways from the second consultation of REMA and the considerations around pricing structure changes

[11:37] Here, the pair discuss the need for a stable investment environment and certainty around regulation to secure the finance needed for the green transition.

[14:01] Robyn discusses the UK's CFD reforms and how they can be used to incentivise positive behaviours within the sector.

[16:55] Adam and Robyn talk through changes to the capacity market and the progress that is needed to support net-zero goals.

[20:27] Robyn predicts an increased demand for storage and flexibility in the future UK energy system, driven by wind and solar.

[24:07] Robyn gives a breakdown of Modo's work and the different levels of focus on the areas of insights, modelling, and product development

[28:37] Balancing a full and accurate reflection of the complexity of the industry with accessibility and usability when building models.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/ 

Adam and Q dive straight into the nitty-gritty of the energy asset space. They look at how to navigate the intersection between the energy and finance sectors to accelerate the energy transition. Q gives an overview of the Modo platform as a software-based answer to questions on energy asset valuation and modeling. He also goes on to discuss the challenges of growth, including mistakes made along the way.

He and Adam share the books that inspired their business strategies as start-ups serving the energy market. They discuss the changing demographics of the energy industry and how to generate content that builds an engaged community working towards the same energy transition goals. Listen right to the end as Adam shares a funny story of one of his earliest interactions with the Modo team. 

In this episode, Adam and Quentin cover:

• Simplifying the complexity of the energy industry for the finance community 
• Learning from mistakes while scaling internationally
• Carving out a niche as a start-up in the energy sector
• Using content to build an engaged audience

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

If you want to find the books mentioned in this episode, the links are below:

Crossing the Chasm by Geoffrey Moore

The Ultimate Sales Machine by Chet Holmes 

The Snowball System by Mo Bunnell

Chapter Markers

[0:55] Introduction to Quentin, including his journey to set up Modo, their recent Series A fundraising round, and his move to Texas.

[3:43] Both discuss the size and scale of the energy asset market and the evolution of Modo Energy into a SaaS provider focused on asset valuation.

[8:37] Why simplifying technical and complex information in the energy asset sector for the financial community is crucial.

[11:40] Adam and Q discuss the importance of making mistakes to grow and how the size of mistakes scales with the business.

[13:29] The challenges Modo faced when expanding internationally and the value of customer feedback.

[15:03] Adam and Q share the books that inspired their business strategies as they discuss Modo’s philosophy of doing a small number of things really well.

[20:44] How the demographic changes within the energy industry make content-based marketing more impactful for building both an audience and a business.

[23:10] Q gives insight into the importance of video content as part of Modo’s strategy and how to keep audiences engaged.

[26:03] Adam shares a funny story about one of the early interactions he had with the Modo team.

[28:27] Q details where listeners can go to find Modo’s content and the forecasting capabilities they offer.

If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com

Daniel gives an insight into how, in a hyped market like lithium, Benchmark uses diverse data sources and analytical techniques to verify production capacity claims and gather market intelligence for reliable reporting. He discusses the pitfalls of using information that strays too far from fact into opinion and speculation and the impact this has on reporting accuracy. 

We also step back and look at the bigger picture of why accurate price reporting on commodities like lithium is so essential as part of the energy transition. He explores the wider consequences of exaggerating volatility for policymakers and decision-makers, particularly around energy storage. 

In this episode, we discussed:

• Why accurate lithium pricing data is essential for the energy transition 
• How geospacial capabilities can be used to verify market information
• The problem of conflating plurality and liquidity in PRAs
• The human challenge of data collection for price reporting 
• Allocating capital to the assets needed to drive the energy transition

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers 

[0:42] Daniel starts by giving an overview of his background and the current focus at Benchmark Mineral Intelligence. 

[2:26] Daniel emphasises the importance of lithium prices in the context of decarbonisation and electric vehicle production.

[5:16] Adam asks Daniel to explain in more detail about the role of a commodity price reporting and market intelligence agency, particularly around utilising data. 

[7:45] Daniel highlights the importance of pricing analysts having relationships across the supply chain. 

[9:13] Daniel outlines the techniques that Benchmark employs to verify market information, including using geospatial capabilities.

[12:53] Daniel walks through the structured and unstructured data challenges that he faces when compiling market analysis. 

[17:02] Daniel demonstrates why accurate pricing data for lithium is crucial for decision-making around the energy transition. 

[20:03] Daniel compares the methodology of price reporting for new markets like lithium and graphite with that of mature commodities and explains the need for a different approach. 

[22:43] Daniel discusses the challenge of capital investment in assets needed for the energy transition. 

[26:14] Daniel shares where listeners can access information, including policy and pricing newsletters from Benchmark. 

If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com

Adam and Anjukan take a deep dive into reinforcement learning (RL), a subset of ML. RL enables an agent to learn how to take the optimal set of actions by interacting with a dynamic environment, learning in a similar way to humans. It is an area with great possibilities for the energy space, but there are a number of challenges to overcome—from educating customers to having sector-specific talent. Anjukan shares his perspective as a data scientist working on real-world RL applications.

In this episode, we discussed:

• Human oversight in AI-powered trading.
• Data quality for ML modelling.
• Challenges in deploying RL in practical applications.
• Managing smaller, distributed resources with RL
• Attracting data science talent to the industry.

 The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:30] Anjukan introduces himself and gives an overview of where GridBeyond sits in the ecosystem.

[3:02] Anjukan explains why pricing is the area of forecasting where he sees the greatest value-add.

[4:31] Adam asks Anjukan to talk more about AI-based control methods and reinforcement learning.

[7:57] Anjukan digs deeper into the topic of reinforcement learning and the challenges of bringing it to market.

[10:59] Adam and Anjukan discuss how to help customers buy-in to reinforcement learning.

[14:41] Anjukan shares his advice for battery owner start-ups interested in adopting AI and reinforcement learning.

[16:57] Anjukan gives his view on the potential for reinforcement learning to be used within the energy industry.

[19:13] Adam asks Anjukan to share his perspective on the talent crunch in AI and reinforcement learning, specifically for the energy sector.

[21:30] Anjukan emphasises multi-agent reinforcement learning in the energy space as an area he thinks will be exciting over the next few years.  

[23:00] Anjukan speaks about the technologies he feels are overhyped in the energy space.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/ 

Rachel walks us through the nuts and bolts of how SSE is approaching data analytics, the transition from a centralised to a federated model, and how her team is helping enable the company's vision of leading in low-carbon, localised energy infrastructure solutions.

We get Rachel’s take on a wide range of topics, from the foundational need for data quality to the future and the need for tools like time series forecasting. Rachel shares her perspective on current environmental issues and the need for sustainability to become as important as cost when looking at optimisation. 

In this episode, we discussed:

• Insight into how SSE is approaching data, from the tech stack to future projects. 
• The importance of quality data as a foundation for all data initiatives. 
• How rising interest in energy and sustainability is positively impacting recruitment. 
• The importance of avoiding distractions on your data journey and linking to business strategy.
• The sustainability challenges of data centres and how they impact the green agenda. 

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:29] Rachel gives an overview of her role as Head of Data Analytics at SSE, her career journey to date and the evolution of data analytics within SSE.

[5:45] Adam asks Rachel to give some insight into the tech stack within SSE and asks about the customers and end-users they serve.

[8:26] Rachel explains some of the challenges of communicating forecasting and model performance and ways to approach presenting technical findings.

[9:38] Rachel walks through how forecasting tools have changed and what this looks like within SSE.

[10:48] Rachel and Adam discuss the increasing interest in forecasting and the energy market more generally, and how this has impacted recruitment.

[12:37] Rachel highlights some of the upcoming exciting projects at SSE, including full microgrid optimisation.

[14:10] When asked about market challenges, Rachel emphasises the need for reliable data quality, data access, and data interoperability.

[15:24] Rachel shares her advice for organisations and individuals who are on their own data analytics journey.

[16:16] Rachel shares thoughts on how the next generation will view attitudes toward data storage.

[17:51] Adam asks Rachel to share her view on the big trends over the next five years.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/ 

Chris takes us behind the scenes at InterGen and talks through how the data team is working closely to support the trading team and the business more broadly. He cuts through the hype of new technologies, focusing on where the application of established technologies like predictive modelling and automation can have a tangible business impact. He also highlights the limitations of AI tools like ChatGPT, emphasising the importance of trust and confidence in the models being used, and gives us a frank and realistic assessment of the current landscape.

In this episode, we discussed:

• Taking a cautious approach to cloud migration.
• The challenge of finding the overlap between on-premises and cloud skills
• Which data tools are currently adding the most value. 
• The need for data teams to educate the wider business
• Delivering data tools that work for the end user

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth.

Chapter Markers

[0:29] Chris gives a quick introduction to InterGen and his role with the company.

[2:42] Chris explains the need for caution when tackling cloud migration in the energy industry.

[4:00] Chris discusses some of the skills challenges in the energy sector and attracting the right talent.

[5:18] Adam asks if there is anything now holding back the energy/utility sectors.

[7:52] Chris shares his perspective on the current use of AI and data science in the industry.

[9:31] Chris shares his view on educating non-technical stakeholders on the limitations of AI.

[13:16] Chris highlights the need to be cautious about what can be achieved with LLMs.

[15:06] Chris talks about some of the ways AI and data are being used to support energy trading.

[20:53] Chris talks about implementing tools that work for the end user.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/  

Sallyann lifts the lid on how the forecasting teams operate within one of the energy world’s biggest players. She discusses her team's work predicting gas and electricity demands both long- and short-term. She talks through the complex modelling and inputs used, as well as challenges around data analysis and accounting for external factors from the weather to the cost of living. She explains why forecasting is about more than just data, the value of a good team, and where AI fits into the energy forecasting operations of the future. 

In this episode, we covered: 

• Managing long- and short-term forecasting challenges
• Using gut instinct alongside data models 
• The value of a strong in-house team to avoid blocks and bottlenecks 
• Playing catch up with solar energy modelling 
• A cautious approach to AI 

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

Chapter markers: 

[0:49] Sallyann introduces herself and gives a quick rundown of her role as Head of Volume Forecasting at E.ON.

[2:08] Sallyann explains some of the complexities of forecasting across various energy sources and business units in both the short- and long-term. 

[3:31] Sallyann shares more on how her team uses different processes and models for accurate long and short-term predictions. 

[6:53] Sallyann discusses the need to account for factors like weather and customer behaviour, and the need to employ instincts alongside data to get the best results. 

[9:53] Sallyann talks about how and why E.ON develops its forecasting models in-house.

[13:39] Adam asks Sallyann about the challenges of analysing large datasets and prioritising areas of focus.

[16:25] Sallyann discusses the current tools her teams are using for data analysis.

[18:41] Sallyann explores the issues that arise from being too dependent on external teams, individuals with particular skills, or specific vendors. 

[23:19] Sallyann discusses how AI and ML are enhancing forecasting capabilities but also stresses the need for caution.

[25:26] Sallyann shares where listeners can find out more about working with E.ON 

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/  

The episode takes a deep dive into the challenges and opportunities surrounding energy storage. From the issue of slow grid connection times to the underutilization of existing data assets, Dario shares his perspective on how the industry needs to evolve to take full advantage of energy storage, particularly to deal with the supply and demand imbalance of renewables. Based on his role at NEC, Dario is also able to give particular insight into investor priorities in the sector and shares his take on the innovations that will shape the industry over the next 5-10 years.

In this episode, we discuss: 

· The role of energy storage in enabling the ‘flexibility revolution’

· The importance of ‘optionality’ in the sector for investors

· Storage as the missing link for decarbonization

· The benefits of piggybacking the EV industry to accelerate energy storage innovation

· How data from existing assets can be used to improve the efficiency of the grid

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

Chapter markers: 

[0:49] Dario makes a quick introduction and gives an overview of his role at Next Energy Capital.

[1:44] Dario explains the role of energy storage in the energy transition and as an enabler for greater renewable energy penetration.

[4:19] Dario discusses where the UK sits on energy storage innovation in comparison to other regions.

[5:19] Dario shares his insight into how NEC approaches investments in the energy storage space.

[8:14] Dario highlights some of the considerations informing investor strategies in the energy sector.

[12:27] Dario explains how investment in the electric vehicle space is expediting battery development for energy storage.  

[16:09] Dario emphasizes the challenge of connecting energy storage solutions to the grid.

[18:55] Dario discusses the role of data in managing supply and demand imbalance in the national grid.

[22:08] Dario gives an overview of some of the success stories he has seen at NEC.

[24:38] Adam asks Dario to share his take on the big innovative technologies of the next 5-10 years.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/

On this episode, we discuss:

The challenges in long-term forecasting in the semiconductor industry due to the qualitative nature and ambiguity in data.

The future of the silicon carbide market, including potential overcapacity due to current investment trends.

Examination of China's investment in wafer capacity and its potential impact on the global market

The difficulties in integrating new tech into industries like electric vehicles as a result of conservative technology adoption practices.

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Make smarter decisions and accelerate business growth with Hypercube – the data and artificial intelligence consultancy for the energy sector. Book a free strategy call with our team today here: https://wearehypercube.com/book-a-strategy-call/

He explains how using smart meter data and modelling techniques allows for more accurate measurement of the energy savings resulting from retrofitted energy efficiency measures.

This week, we sit down to discuss: 

• The impact of the gas price spike on consumer behaviour. 
• The RetroMeter project and the potential opportunities it unlocks.
• Overcoming the challenges of working with gas smart meter data.
• How to utilise energy data projects, like RetroMeter, in the real-world.
• Issues with the UK talent pipeline and the knock-on effect on decarbonisation.

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

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[0:39] Connor gives an overview of his current role at ESC.

[2:19] Adam asks Connor to share insights from his time working on the RetroMeter project.

[3:53] Connor explains how RetroMeter can unlock Pay for Performance financing packages for retrofits in the UK.

[5:45] Connor walks through some of the methodologies being used as part of the project.

[12:31] Adam and Connor discuss the quality of the data sets being used as part of RetroMeter.

[15:10] Connor talks about the future of the project and how it can contribute to meeting net zero goals.

[18:27] Connor explores the challenges he sees in academics translating innovative ideas into production-ready code that can be used in industry.

[20:31] Connor emphasises the importance of successful trials to get buy-in for decarbonisation projects.

[23:24] Connor highlights the impact of a limited talent pipeline in the UK on decarbonisation.

[25:25] Connor shares where listeners wanting to know about ESC and RetroMeter can find more information.

If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/

Forecasting is the cornerstone of an efficient and reliable energy network, and it is a staple of the sector. Duncan gives his take on how it has evolved over his 15 years in the industry and the impact of new technologies, from distributed assets to AI. Alongside the technical aspect, he also digs into the human elements that can be a barrier to the adoption of digital technologies in the energy sector and how to overcome them.

In our conversation, we cover: 

• The need for forecasting in the energy sector
• How new trends and technologies are influencing forecasting techniques
• The value of industry-specific expertise
• The problem of people and overcoming human barriers to AI success
• Navigating AI hype cycles to ensure technologies deliver maximum impact

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

Chapter markers: 

[0:44] Duncan gives an overview of how he fell into the industry before touching on what is involved in his current role.

[4:00] Host Adam asks Duncan about the importance of forecasting in the energy industry, particularly around new technologies.

[6:51] Duncan explains the need for different forecasting techniques to deal with the increasing use of distributed energy resources.

[8:36] Adam talks about a recent Hackathon run by Hypercube and his takeaways from the event.

[9:33] Duncan emphasises the need for critical thinking to enable teams to create features that account for differences in behaviour between different subsegments.

[11:07] Duncan shares his predictions for the energy sector, particularly forecasting tools to deal with increasing demand for flexibility services.

[15:04] Duncan and Adam discuss the benefits of working with industry-specific experts and the value of working with a partner network. 

[18:52] Duncan talks about the human challenge of helping customers embrace the changes they need to achieve their goals.

[22:05] Duncan highlights the importance of aligning AI development with business objectives rather than getting caught up with hype cycles.

[24:38] Duncan shares where you can go to find out more about his work and SAS, including details of an upcoming hackathon in Las Vegas.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/ 

Working as part of the Artificial Intelligence for Decarbonisation's Virtual Centre of Excellence (ADViCE) program, Sam shares his perspective on getting the most out of AI for Decarbonisation. From how to approach the technology to get the best results to the cultural shifts needed for AI to have an impact, Sam gives his take on everything AI and decarbonisation related. 

 In our conversation, we discuss: 

• The Artificial Intelligence for Decarbonisation's Virtual Centre of Excellence (ADViCE) program.
• Avoiding the ‘efficiency trap’ when identifying AI opportunities.
• Using AI and data science to improve heat pump adoption rates in the UK.
• Accelerating decarbonisation by improving grid network connection times for renewables.
• How future breakthroughs in time series forecasting methods could significantly help problems in the energy sector. 

The weekly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

Chapter markers:  

[00:48] Sam gives a quick overview at the Catapult's and talks about the AI for Decarbonisation's Virtual Centre of Excellence (ADViCE).

[4:41] Host Adam asks what to look for in an AI application to accelerate decarbonisation.

[6:52] Sam gives his view on using AI and data science to drive the decarbonisation of UK homes, particularly when it comes to encouraging heat pump adoption.

 [11:49] Sam discusses the flexibility needed to ensure the energy network can cope with high heat pump adoption.  

 [13:40] Sam highlights the importance of getting more green, renewable assets live and connected to the grid.

[15:50] Sam highlights that organisational culture and mindset are essential for AI and data science adoption, not just individual skills.

 [16:45] Sam illustrates the need for buy-in by sharing the ‘most successful and least successful data science project he’s ever worked on.’

 [21:46] Sam gives an insight into how decarbonisation challenges impact the manufacturing sector.

 [20:04] Adam and Sam discuss the need for a time series breakthrough in AI and the potential impact this will have on the energy sector.

[24:09] Sam runs through where listeners can go to find out more about the topics covered in today’s episode. 

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Find out more here: https://www.turing.ac.uk/research/research-projects/advice

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/ 

In this episode, we cover:

• How to optimise merchant revenues for battery energy storage systems and renewable assets using data modelling.
• Why it is crucial to regularly retrain machine learning models to account for data drift and improve forecast accuracy.
• Why a "human in the loop" approach works to give traders digestible insights while allowing them to take manual control as needed.
• How battery optimisation can de-risk investment in renewable assets and why it is vital to the green transition.
• How data modelling and automation are empowering traders operating in Australia's 5-minute energy markets

The fortnightly Hypercube podcast sits with experts in the energy and utilities industries to discuss real-world examples of how data and AI are advancing the sector.

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(0:44) Morgan Pare overviews his work at Habitat and the Australian energy market.

(2:07) Morgan explains the approaches his team is taking to deliver robust energy forecasting and why classical machine learning approaches don't work.

(04:49) Morgan explains why price-taker strategies are common in the Australian energy market.

(05:48) Morgan and Host Adam discuss the impact of data drift on energy forecasting models and the need for model hygiene.

(7:40) Morgan explains probabilistic forecasting and the benefits of taking this approach.

(08:55) Adam asks what Habitat looks like for the end user, with Morgan explaining that they use a human-in-the-loop approach.

(10:15) Morgan discusses the importance of battery optimisation as part of the green transition and the key considerations, including how they differ when considering non-lithium batteries.

(15:23) Morgan and Adam discuss the critical differences between the UK and Australian energy markets, focusing on the pace of change and the differences in data feeds.

(17:20) Morgan discusses why automation is critical in 5-minute markets to allow traders to capitalise on opportunities.

(20:02) Morgan discusses the importance of data scientists in the energy industry and their role in accelerating the green energy transition.

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If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/

Part of Innovate UK, Energy Systems Catapult is a big player in helping businesses in the energy sector make the most of the data they can access to accelerate the journey to Net Zero. 

In our conversation, we discuss: 

• The role of open data and data science in driving innovation and decision-making in the energy sector. 
• Real examples of successful Net Zero initiatives supported by ESC.  
• The practical and privacy challenges of gathering energy data.
• The need for greater diversity in the sector. 
• How future innovation will impact data science in the energy space. 

The fortnightly Hypercube podcast sits down with leaders in the energy and utilities sectors to explore how data analytics can help businesses make smarter decisions and accelerate business growth. 

Chapter markers: 

[00:56] Jessica gives an overview of Energy Systems Catapult and her role within the organisation. 

[2:16] Host Adam asks what stage ESC gets involved with businesses, with Jessica walking through the different businesses they work with and ESC’s role in early-stage research. 

[4:19] Jessica emphasises the importance of Open Data and the reasons for this in the energy sector.

[6:18] Jessica talks about how ESC has worked on successful open-source data projects, giving LEAP as an example, which helps local authorities find the most effective route to Net Zero. 

[09:33] Jessica speaks about the impact and challenges of open data in the sector. 

[14:23] Adam and Jessica discuss the issues around data quality and reliability in the energy space, focusing on compatibility and standardisation. 

[17:25] Jessica and Adam talk through the challenges around commercialization using open data. 

[19:24] Jessica highlights the different difficulties of accessing both consumer and business energy data. 

[24:37] Jessica discusses how data scientists can make use of less granular data effectively.  

[26:49] Jessica talks about the lack of diversity in the energy sector and the need to change this to develop solutions for a wider variety of people. 

[28:00] Jessica shares her predictions for the industry, including increasing incentives to share data, generative AI, and building data literacy. 

If you want to explore how data and artificial intelligence can be used to help your organisation make smarter decisions and accelerate business growth, get in touch by visiting the Hypercube website: https://wearehypercube.com/

In this episode, we discuss the following:

The relevance of operational research and optimisation in data science.

The gap between academic machine learning and practical decision-making tools.

Hiring challenges and the variability of data science talent.

The utility of simulations in handling uncertainty and their integration with data.

And the disconnect between trending data science skills and industry-specific needs.

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Make smarter decisions and accelerate business growth with Hypercube – the data and artificial intelligence consultancy for the energy sector. Book a free strategy call with our team today here: https://wearehypercube.com/book-a-strategy-call/

On this episode, we discuss:

How David's organization maximizes impact with a lean technical development team.

The creative reuse of petroleum data in emerging areas like carbon storage and hydrogen storage and how academia and smaller entities contribute to innovative solutions.

And the pivotal role of regulations in data management success and how those regulations shape the NSTA's approach to data reporting and retention.

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Make smarter decisions and accelerate business growth with Hypercube – the data and artificial intelligence consultancy for the energy sector. Book a free strategy call with our team today here: https://wearehypercube.com/book-a-strategy-call/

On this episode:

Matteo explains the energy market's complexity with interacting agents and variables.

We discuss the integration of AI in enhancing data analysis and automation in energy markets.

Adam shares the challenge of gaining customer trust in AI's "black box" models versus rule-based systems.

Both emphasise the need to understand the causality in model predictions to provide compelling stories for energy traders.

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Make smarter decisions and accelerate business growth with Hypercube – the data and artificial intelligence consultancy for the energy sector. Book a free strategy call with our team today here: https://wearehypercube.com/book-a-strategy-call/

In this episode, we discuss the following:

The challenges of adopting new battery technologies in traditional companies.

How to attract talent and maintain employee retention in the renewable energy sector.

The relevance of data analysis in battery management and its return on investment.

Our view on solid-state versus low-cost batteries as the future of the industry.

And the ideal team composition to tackle data complexity in battery technology.

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Make smarter decisions and accelerate business growth with Hypercube – the data and artificial intelligence consultancy for the energy sector. Book a free strategy call with our team today here: https://wearehypercube.com/book-a-strategy-call/