The weighted average cost of capital (WACC) methodology is a widely accepted method for calculating the allowed rate of return. Regulators use different models to set the allowed cost of capital. This section explains the models and their practical application.
Definition of cost of capital : WACC / Cost of equity / Cost of debt / Capital structure (gearing) / Treatment of taxes
Quantification of cost of capital : CAPM (Capital Assets Pricing Model) / Price Arbitrage Theory / Dividend Growth Model / Comparable Earnings Model / "Precedent Case" Approach
Financial Analysis
Training Module on Electricity Market Regulation - SESSION 4 - Revenue Requir...Leonardo ENERGY
The allowed revenue for provision of regulated services includes the operating cost, depreciation and return on regulated assets. The return, if calculated as the allowed rate of return (cost of capital) is charged on the regulatory asset base. This session explains how to the regulated revenue is set and the role of regulatory asset base (RAB).
· Revenue components : Depreciation / Return on assets (Regulatory asset base (RAB) - Rate of return on assets) / OPEX
· RAB : Existing assets / New investments / Capital contributions / Rolling forward
· Asset valuation : Historic cost / Replacement cost / Optimised replacement cost / Deprival value
Training Module on Electricity Market Regulation - SESSION 3 - Price RegulationLeonardo ENERGY
This session explains different forms of price control, including the classical rate of return organisation and more advanced forms of incentive regulation. It will also explain the design criteria for different price control models.
• Major price control models: Rate of return / Cap regulation / Yardstick competition / Sliding scale regulation
• Principle design criteria: Efficiency properties / Demand impact / Regulatory burden / Practicability / Coherence with industry and market design
Training Module on Electricity Market Regulation - SESSION 6 - Efficiency Ass...Leonardo ENERGY
Regulators use efficiency assessment to set the efficiency targets of the regulated service providers. This session explains the role of the efficiency assessment, the methods to measure efficiency and the incorporation of efficiency results in the price control.
Why measure efficiency?
Methods for efficiency assessments : Uni-dimensional ratio analysis / Statistical and econometric methods / Linear programming methods / Virtual network models
Application of efficiency results o TOTEX versus OPEX benchmarking : Building block approach / Cost controllability (short- and long-term) / Efficiency convergence speed / Capping efficiency scores / Using efficiency bands
Training Module on Electricity Market Regulation - SESSION 7 - Quality of Sup...Leonardo ENERGY
Quality of supply regulation is becoming more and more important as cost-decreasing incentives may have a mid- and long-term effect on the quality provided. This session explains how quality of supply is defined, measured and regulated.
Quality definition: Reliability / Commercial quality / Technical quality
Quality measurement
Relevance of quality regulation
Regulatory quality control
Indirect controls
Minimum standards
Incentive schemes
Design of incentive schemes for quality
Parameters / Controllability / Incentive function (shape, dead bands, cap and floors)
Outage cost.
Training Module on Electricity Market Regulation - SESSION 8 - PricingLeonardo ENERGY
Once the revenue requirements are established they should be converted into tariff systems. This session explains the major economic principles of electricity pricing and the general pricing models using average and marginal costs. Moreover the session explores the major pricing models for the electricity activities including: generation, transmission, distribution and retail activities.
Pricing principles : economic efficiency - cost recovery
General pricing models : average cost pricing - marginal cost pricing
Cost allocation issue
Pricing for different activities in the electricity industry : generation pricing - transmission pricing - distribution pricing - retail supply pricing
Training Module on Electricity Market Regulation - SESSION 1 Regulation gen...Leonardo ENERGY
This session explains the main tasks of regulation and addresses three main questions: what is regulated, where is it regulated, and how is it regulated.
In addition, we explain how the communication between regulators and regulated companies is organised, and how the regulatory performance is measured.
* General tasks of regulators: Price, Quality, Market functioning
* Areas of regulation
* Scope of regulation
* Methods of regulation
* Institutional questions
* Consultation and communication
* Regulatory performance : External performance, Internal Performance
Course on Regulation and Sustainable Energy in Developing Countries - Session 9Leonardo ENERGY
Session 9 is devoted to Energy Services Companies (ESCOs). First, it introduces the Energy Performance Certificates concept and EPC contractual approaches. Then, it presents the need for measurement and verifications (M&V). It presents different ESCOs models:
the utility-based ESCOs with the cases of Croatia and Uruguay;
the Governement-based ESCO with the case of India;
the private sector ESCO with the case of China.
It concludes with the examples of institutional development schemes in Tunisia and Ivory Coast.
Regulatory incentives for reduction of network lossesLeonardo ENERGY
Environmental concerns remain a driving force for European energy policy, as exemplified by last years’ directive on energy efficiency. The directive sets the legislative framework to achieve energy efficiency targets. Since electricity network losses comprise a significant component of electricity demand, regulatory incentives to facilitate loss reduction in electricity networks should be in place. This webinar evaluates the incentives for investments in low-loss equipment in differing regulatory settings and outlines pathways to assure the proper embedding of these incentives.
Training Module on Electricity Market Regulation - SESSION 4 - Revenue Requir...Leonardo ENERGY
The allowed revenue for provision of regulated services includes the operating cost, depreciation and return on regulated assets. The return, if calculated as the allowed rate of return (cost of capital) is charged on the regulatory asset base. This session explains how to the regulated revenue is set and the role of regulatory asset base (RAB).
· Revenue components : Depreciation / Return on assets (Regulatory asset base (RAB) - Rate of return on assets) / OPEX
· RAB : Existing assets / New investments / Capital contributions / Rolling forward
· Asset valuation : Historic cost / Replacement cost / Optimised replacement cost / Deprival value
Training Module on Electricity Market Regulation - SESSION 3 - Price RegulationLeonardo ENERGY
This session explains different forms of price control, including the classical rate of return organisation and more advanced forms of incentive regulation. It will also explain the design criteria for different price control models.
• Major price control models: Rate of return / Cap regulation / Yardstick competition / Sliding scale regulation
• Principle design criteria: Efficiency properties / Demand impact / Regulatory burden / Practicability / Coherence with industry and market design
Training Module on Electricity Market Regulation - SESSION 6 - Efficiency Ass...Leonardo ENERGY
Regulators use efficiency assessment to set the efficiency targets of the regulated service providers. This session explains the role of the efficiency assessment, the methods to measure efficiency and the incorporation of efficiency results in the price control.
Why measure efficiency?
Methods for efficiency assessments : Uni-dimensional ratio analysis / Statistical and econometric methods / Linear programming methods / Virtual network models
Application of efficiency results o TOTEX versus OPEX benchmarking : Building block approach / Cost controllability (short- and long-term) / Efficiency convergence speed / Capping efficiency scores / Using efficiency bands
Training Module on Electricity Market Regulation - SESSION 7 - Quality of Sup...Leonardo ENERGY
Quality of supply regulation is becoming more and more important as cost-decreasing incentives may have a mid- and long-term effect on the quality provided. This session explains how quality of supply is defined, measured and regulated.
Quality definition: Reliability / Commercial quality / Technical quality
Quality measurement
Relevance of quality regulation
Regulatory quality control
Indirect controls
Minimum standards
Incentive schemes
Design of incentive schemes for quality
Parameters / Controllability / Incentive function (shape, dead bands, cap and floors)
Outage cost.
Training Module on Electricity Market Regulation - SESSION 8 - PricingLeonardo ENERGY
Once the revenue requirements are established they should be converted into tariff systems. This session explains the major economic principles of electricity pricing and the general pricing models using average and marginal costs. Moreover the session explores the major pricing models for the electricity activities including: generation, transmission, distribution and retail activities.
Pricing principles : economic efficiency - cost recovery
General pricing models : average cost pricing - marginal cost pricing
Cost allocation issue
Pricing for different activities in the electricity industry : generation pricing - transmission pricing - distribution pricing - retail supply pricing
Training Module on Electricity Market Regulation - SESSION 1 Regulation gen...Leonardo ENERGY
This session explains the main tasks of regulation and addresses three main questions: what is regulated, where is it regulated, and how is it regulated.
In addition, we explain how the communication between regulators and regulated companies is organised, and how the regulatory performance is measured.
* General tasks of regulators: Price, Quality, Market functioning
* Areas of regulation
* Scope of regulation
* Methods of regulation
* Institutional questions
* Consultation and communication
* Regulatory performance : External performance, Internal Performance
Course on Regulation and Sustainable Energy in Developing Countries - Session 9Leonardo ENERGY
Session 9 is devoted to Energy Services Companies (ESCOs). First, it introduces the Energy Performance Certificates concept and EPC contractual approaches. Then, it presents the need for measurement and verifications (M&V). It presents different ESCOs models:
the utility-based ESCOs with the cases of Croatia and Uruguay;
the Governement-based ESCO with the case of India;
the private sector ESCO with the case of China.
It concludes with the examples of institutional development schemes in Tunisia and Ivory Coast.
Regulatory incentives for reduction of network lossesLeonardo ENERGY
Environmental concerns remain a driving force for European energy policy, as exemplified by last years’ directive on energy efficiency. The directive sets the legislative framework to achieve energy efficiency targets. Since electricity network losses comprise a significant component of electricity demand, regulatory incentives to facilitate loss reduction in electricity networks should be in place. This webinar evaluates the incentives for investments in low-loss equipment in differing regulatory settings and outlines pathways to assure the proper embedding of these incentives.
Course on Regulation and Sustainable Energy in Developing Countries - Session 10Leonardo ENERGY
Session 10 will focus on how actual energy efficiency improvements can be achieved in organisations of different sizes. The presentation will start with a discussion of the status of energy efficiency in major developing countries. A variety of tools for working towards higher energy efficiency will be discussed, including benchmarking, energy audits, process analysis, and energy management schemes.
Kornelis Blok (1956) studied experimental physics at Utrecht University and received a Ph.D. degree in 1991 on a thesis ‘On the Reduction of Carbon Dioxide Emissions’. In 1984 he was one of the founders of Ecofys, where he is now Director of Science. Dr. Blok has extensive research and consultancy experience in the field of energy efficiency improvement and clean energy production. He played an important role in the development of European energy policies and international climate policies and has worked in many countries around the globe. He is also with Utrecht University, where he holds a professorship in Sustainable Energy. He is supervising the master programme Energy Science. He authored and co-authored 90 articles in peer-reviewed scientific journals, several books and over 200 research reports, conference contributions and other scientific publications. He was a lead author for the Third and Fourth Assessment Reports of the Intergovernmental Panel on Climate Change, the institution that was award the Nobel Peace Prize in 2007. With his company he won the Erasmus award for the most innovative company of the Netherlands in 2008.
How auction design affects the financing of renewable energy projects Leonardo ENERGY
Recording available at https://youtu.be/lPT1o735kOk
Renewable energy auctions might affect the financing of renewable energy (RE) projects. This webinar presents the results of the AURES II project exploring this topic. It discusses how auction designs ranging from bid bonds to penalties and remuneration schemes impact financing and discusses creating a low-risk auction support framework.
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...Leonardo ENERGY
The European Court of Auditors (ECA) promotes accountability and transparency, and acts as the independent guardian of the financial interests of the EU citizens. ECA recently published two reports about EU energy efficiency policies (about appliances and buildings).
This webinar will present ECA’s role in the EU policy process, how it relates to evaluation, and the main conclusions from the two recent reports.
The allowed revenue for provision of regulated services includes the operating cost, depreciation and return on regulated assets. The return, if calculated as the allowed rate of return (cost of capital) is charged on the regulatory asset base. This session explains how to the regulated revenue is set and the role of regulatory asset base (RAB).
Course on Regulation and Sustainable Energy in Developing Countries - Session 1Leonardo ENERGY
This session is devoted to the design of schemes for the large-scale dissemination of renewable energy technologies in developing countries. Market-based mechanisms overcome partly the limits of donor aid-projects. They build on public-private partnerships where a network of local entrepreneurs contributes to the maintenance of systems.
The example of solar home systems will be explained. Even if there are in many instances in parity with fossil fuels, small photovoltaic systems remain unaffordable for the majority of rural inhabitants without proper financial support mechanisms. But in the most active countries, the number of systems disseminated is now in the range of several ten thousands to several hundred thousands systems, thanks to the implementation of rural energy services companies.
Recent technological innovation could contribute to the acceleration of the diffusion of solar photovoltaic. The innovation introduced by the massive diffusion of mobile phones in developing countries tends simultaneously to create new markets for small photovoltaic systems and could improve the conditions for the diffusion of these systems by facilitating the daily management of these systems by rural energy services companies. Furthermore, Light Emitting Diodes (LED) technology opens new perspectives of self-sustained market diffusion.
The implementation of small rural energy services companies can also help to disseminate a wider range of products: LPG, cookstoves, biodigesters... New practices from rural energy providers tend to target more precisely the demand of end-users by combining the offer of photovoltaic systems with a variety of technologies to satisfy other energy needs than basic lighting in rural areas.
Concrete case studies from the dissemination of different renewable energy technologies in developing countries will be presented, notably in Zambia, South Africa, Bangladesh, China...
It will conclude with the institutional and regulatory framework that needs to be implemented to help rural energy services companies to thrive even in the most remote areas of developing countries.
Addressing the Energy Efficiency First Principle in a National Energy and Cli...Leonardo ENERGY
When designing energy and climate policies, EU Member States have to apply the Energy Efficiency First Principle: priority should be given to measures reducing energy consumption before other decarbonization interventions are adopted. This webinar summarizes elements of the energy and climate policy of Cyprus illustrating how national authorities have addressed this principle so far, and outline challenges towards its much more rigorous implementation that is required in the coming years.
Many remote areas and islands (RAI) are deploying renewable energy (RE), some with ambitious plans to meet 100% of their electricity or even final energy needs with renewables. For most of them, roof-top PV systems offer clear advantages but most of their deployment potential still remains largely untapped. The setup of consistent prosumer policies can provide a means to achieve the islands’ objectives faster and with lower costs to society.
This report provides guidance to policy makers on the drivers, opportunities, challenges and implementation strategies of PV prosumer policies that can be considered within a comprehensive renewable energy strategy for RAI. It is based on the frameworks and methodologies developed on the IEA-RETD publications RE-PROSUMERS (2014) and REMOTE (2012).
The preliminary results were presented at the IRENA Island conference in Martinique in July 2015, see presentation slides.
In this webinar, the editors of the Green Book on the “Electricity Supply Systems of the Future” will describe their long journey to summarize the collective knowledge acquired in CIGRE Study Committees. This journey can never be over, as visions become realities or become obsolete and new challenges and developments unavoidably appear. Nevertheless, the Green Book provides CIGRE’s unique and unbiased technical views for the current and future state of electricity supply systems. It also shows the value of global collaborative work of numerous experts from industry and academia mobilized within the CIGRE community. CIGRE is the foremost authority for end-to-end power system expertise.
Time to step up performance-based energy efficiency measurement and verificat...Leonardo ENERGY
How can you know for sure the energy you’ve saved through your building renovation? The answer is that you can’t! But, by measuring energy consumption and taking account of other factors, such as the weather and building occupancy, you can make a much better estimate than by simply relying on installers’ claims of effectiveness. This is well understood in industry, where contracts for energy efficiency projects are routinely set up to reward energy service companies for the savings made, based on measurement and verification protocols such as IPMVP. This shifts much of the technical risk of underperformance onto the energy service contractor, aligning incentives and driving better performance. Policy makers in the US have begun to apply these principles to utility-delivered energy efficiency programmes in the buildings sector as part of efforts to drive up performance and provide better value for money for bill payers. The EU now has the opportunity to follow suit.
BACS requirements in the revised EPBD: How to check compliance?Leonardo ENERGY
To support EU Member States in implementing the revised Energy Performance of Buildings Directive (EPBD), eu.bac has created a compliance checklist for Building Automation and Control System requirements related to the mandatory capabilities listed in Art.14 and Art.15.
The checklist provides a necessary reference list and highly detailed tool for building owners and managers, compliance inspectors, building designers, installers and policymakers.
In this slide deck:
1. The revised EPBD and the need for a tool to verify BACS compliance (Simone ALESSANDRI)
2. The EPBD BACS Compliance Verification Package (Bonnie BROOK)
3. Compliant BACS: prerequisite to the digital transformation of EU’s built environment (Andrei LITIU)
The Government will publish the draft EMR Delivery Plan in July 2013. This sets out the Government’s proposed draft strike prices for renewable projects and the plans for a capacity market. Everyone with an interest will have the opportunity to respond to the consultation before final strike prices are set at the end of the year.
In preparation for this DECC has produced an explanation of the methodology underlying the analysis being undertaken to help inform Ministers’ decisions on strike prices.
The explanation is designed to help prepare stakeholders for the consultation in July 2013, enabling them to better understand and respond to the content.
The consultation events held during the summer 2013 will be interactive sessions, during which there will be ample opportunity to raise any queries which these slides may generate.
2016 IndustRE Workshop - 1 business models and policy recommendationsLeonardo ENERGY
www.industre.eu
September 2016 Stakeholders Workshop.
Presentation of business models for industrial demand side management and policy recommendations for the electricity market design.
A review of systems approaches in Ecodesign and Energy LabellingLeonardo ENERGY
It is widely recognised that there are substantial energy savings to be made from considering an energy system – how products are combined and operated – in addition to those from each product.
Recent ecodesign and energy label regulations and the ecodesign and energy label working plan which is currently in development are not adopting these approaches. The European Copper Institute wishes to understand why this is and if there is evidence to support challenging this omission. They commissioned this research to look into the experience with developing system related ecodesign and energy labelling regulations to date.
Systems have increasingly been studied explicitly, rather than as an ‘added benefit’ to a basically product based approach. This is in recognition of the additional energy savings which are accessible via a system approach.
This project has reviewed studies on eight product groups, most of them ecodesign and energy labelling preparatory or review studies:
* Walk-in cold rooms (WICRs)
* WICRs
* Case study method for heating systems
* Lighting systems
* “points system” approach
* Pumps
* Heater and water heater package energy label
* Heater and water heater package energy label
* Solar Photovoltaics (PV) (system energy label)
* Solar PV (system energy label)
* Building Automation and Control Systems (BACS)
* Power cables
This webinar goes through the technico-economic assessment of photovoltaic installations in non-residential buildings. Its viability is compared with the costs of electricity from the grid. The methodology for such an exercice will be explained and the conclusions and lessons will be presented. http://www.leonardo-energy.org/webinar/photovoltaic-grid-parity-tertiary-sector-session-2
Additionally, an assessment of local regulation in seven countries is made: France, Germany, Italy, Spain, Brazil, Chile and Mexico.
For further information, please read the Grid Parity Monitor issues. http://www.leonardo-energy.org/photovoltaic-grid-parity-monitor
Photovoltaic Grid Parity in the Tertiary SectorLeonardo ENERGY
This webinar goes through the technico-economic assessment of photovoltaic installations in non-residential buildings. Its viability is compared with the costs of electricity from the grid. The methodology for such an exercice will be explained and the conclusions and lessons will be presented.
Additionally, an assessment of local regulation in seven countries is made: France, Germany, Italy, Spain, Brazil, Chile and Mexico.
For further information, please read the Grid Parity Monitor issues.
http://www.leonardo-energy.org/webinar/photovoltaic-grid-parity-tertiary-sector-session-1
Course on Regulation and Sustainable Energy in Developing Countries - Session 10Leonardo ENERGY
Session 10 will focus on how actual energy efficiency improvements can be achieved in organisations of different sizes. The presentation will start with a discussion of the status of energy efficiency in major developing countries. A variety of tools for working towards higher energy efficiency will be discussed, including benchmarking, energy audits, process analysis, and energy management schemes.
Kornelis Blok (1956) studied experimental physics at Utrecht University and received a Ph.D. degree in 1991 on a thesis ‘On the Reduction of Carbon Dioxide Emissions’. In 1984 he was one of the founders of Ecofys, where he is now Director of Science. Dr. Blok has extensive research and consultancy experience in the field of energy efficiency improvement and clean energy production. He played an important role in the development of European energy policies and international climate policies and has worked in many countries around the globe. He is also with Utrecht University, where he holds a professorship in Sustainable Energy. He is supervising the master programme Energy Science. He authored and co-authored 90 articles in peer-reviewed scientific journals, several books and over 200 research reports, conference contributions and other scientific publications. He was a lead author for the Third and Fourth Assessment Reports of the Intergovernmental Panel on Climate Change, the institution that was award the Nobel Peace Prize in 2007. With his company he won the Erasmus award for the most innovative company of the Netherlands in 2008.
How auction design affects the financing of renewable energy projects Leonardo ENERGY
Recording available at https://youtu.be/lPT1o735kOk
Renewable energy auctions might affect the financing of renewable energy (RE) projects. This webinar presents the results of the AURES II project exploring this topic. It discusses how auction designs ranging from bid bonds to penalties and remuneration schemes impact financing and discusses creating a low-risk auction support framework.
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...Leonardo ENERGY
The European Court of Auditors (ECA) promotes accountability and transparency, and acts as the independent guardian of the financial interests of the EU citizens. ECA recently published two reports about EU energy efficiency policies (about appliances and buildings).
This webinar will present ECA’s role in the EU policy process, how it relates to evaluation, and the main conclusions from the two recent reports.
The allowed revenue for provision of regulated services includes the operating cost, depreciation and return on regulated assets. The return, if calculated as the allowed rate of return (cost of capital) is charged on the regulatory asset base. This session explains how to the regulated revenue is set and the role of regulatory asset base (RAB).
Course on Regulation and Sustainable Energy in Developing Countries - Session 1Leonardo ENERGY
This session is devoted to the design of schemes for the large-scale dissemination of renewable energy technologies in developing countries. Market-based mechanisms overcome partly the limits of donor aid-projects. They build on public-private partnerships where a network of local entrepreneurs contributes to the maintenance of systems.
The example of solar home systems will be explained. Even if there are in many instances in parity with fossil fuels, small photovoltaic systems remain unaffordable for the majority of rural inhabitants without proper financial support mechanisms. But in the most active countries, the number of systems disseminated is now in the range of several ten thousands to several hundred thousands systems, thanks to the implementation of rural energy services companies.
Recent technological innovation could contribute to the acceleration of the diffusion of solar photovoltaic. The innovation introduced by the massive diffusion of mobile phones in developing countries tends simultaneously to create new markets for small photovoltaic systems and could improve the conditions for the diffusion of these systems by facilitating the daily management of these systems by rural energy services companies. Furthermore, Light Emitting Diodes (LED) technology opens new perspectives of self-sustained market diffusion.
The implementation of small rural energy services companies can also help to disseminate a wider range of products: LPG, cookstoves, biodigesters... New practices from rural energy providers tend to target more precisely the demand of end-users by combining the offer of photovoltaic systems with a variety of technologies to satisfy other energy needs than basic lighting in rural areas.
Concrete case studies from the dissemination of different renewable energy technologies in developing countries will be presented, notably in Zambia, South Africa, Bangladesh, China...
It will conclude with the institutional and regulatory framework that needs to be implemented to help rural energy services companies to thrive even in the most remote areas of developing countries.
Addressing the Energy Efficiency First Principle in a National Energy and Cli...Leonardo ENERGY
When designing energy and climate policies, EU Member States have to apply the Energy Efficiency First Principle: priority should be given to measures reducing energy consumption before other decarbonization interventions are adopted. This webinar summarizes elements of the energy and climate policy of Cyprus illustrating how national authorities have addressed this principle so far, and outline challenges towards its much more rigorous implementation that is required in the coming years.
Many remote areas and islands (RAI) are deploying renewable energy (RE), some with ambitious plans to meet 100% of their electricity or even final energy needs with renewables. For most of them, roof-top PV systems offer clear advantages but most of their deployment potential still remains largely untapped. The setup of consistent prosumer policies can provide a means to achieve the islands’ objectives faster and with lower costs to society.
This report provides guidance to policy makers on the drivers, opportunities, challenges and implementation strategies of PV prosumer policies that can be considered within a comprehensive renewable energy strategy for RAI. It is based on the frameworks and methodologies developed on the IEA-RETD publications RE-PROSUMERS (2014) and REMOTE (2012).
The preliminary results were presented at the IRENA Island conference in Martinique in July 2015, see presentation slides.
In this webinar, the editors of the Green Book on the “Electricity Supply Systems of the Future” will describe their long journey to summarize the collective knowledge acquired in CIGRE Study Committees. This journey can never be over, as visions become realities or become obsolete and new challenges and developments unavoidably appear. Nevertheless, the Green Book provides CIGRE’s unique and unbiased technical views for the current and future state of electricity supply systems. It also shows the value of global collaborative work of numerous experts from industry and academia mobilized within the CIGRE community. CIGRE is the foremost authority for end-to-end power system expertise.
Time to step up performance-based energy efficiency measurement and verificat...Leonardo ENERGY
How can you know for sure the energy you’ve saved through your building renovation? The answer is that you can’t! But, by measuring energy consumption and taking account of other factors, such as the weather and building occupancy, you can make a much better estimate than by simply relying on installers’ claims of effectiveness. This is well understood in industry, where contracts for energy efficiency projects are routinely set up to reward energy service companies for the savings made, based on measurement and verification protocols such as IPMVP. This shifts much of the technical risk of underperformance onto the energy service contractor, aligning incentives and driving better performance. Policy makers in the US have begun to apply these principles to utility-delivered energy efficiency programmes in the buildings sector as part of efforts to drive up performance and provide better value for money for bill payers. The EU now has the opportunity to follow suit.
BACS requirements in the revised EPBD: How to check compliance?Leonardo ENERGY
To support EU Member States in implementing the revised Energy Performance of Buildings Directive (EPBD), eu.bac has created a compliance checklist for Building Automation and Control System requirements related to the mandatory capabilities listed in Art.14 and Art.15.
The checklist provides a necessary reference list and highly detailed tool for building owners and managers, compliance inspectors, building designers, installers and policymakers.
In this slide deck:
1. The revised EPBD and the need for a tool to verify BACS compliance (Simone ALESSANDRI)
2. The EPBD BACS Compliance Verification Package (Bonnie BROOK)
3. Compliant BACS: prerequisite to the digital transformation of EU’s built environment (Andrei LITIU)
The Government will publish the draft EMR Delivery Plan in July 2013. This sets out the Government’s proposed draft strike prices for renewable projects and the plans for a capacity market. Everyone with an interest will have the opportunity to respond to the consultation before final strike prices are set at the end of the year.
In preparation for this DECC has produced an explanation of the methodology underlying the analysis being undertaken to help inform Ministers’ decisions on strike prices.
The explanation is designed to help prepare stakeholders for the consultation in July 2013, enabling them to better understand and respond to the content.
The consultation events held during the summer 2013 will be interactive sessions, during which there will be ample opportunity to raise any queries which these slides may generate.
2016 IndustRE Workshop - 1 business models and policy recommendationsLeonardo ENERGY
www.industre.eu
September 2016 Stakeholders Workshop.
Presentation of business models for industrial demand side management and policy recommendations for the electricity market design.
A review of systems approaches in Ecodesign and Energy LabellingLeonardo ENERGY
It is widely recognised that there are substantial energy savings to be made from considering an energy system – how products are combined and operated – in addition to those from each product.
Recent ecodesign and energy label regulations and the ecodesign and energy label working plan which is currently in development are not adopting these approaches. The European Copper Institute wishes to understand why this is and if there is evidence to support challenging this omission. They commissioned this research to look into the experience with developing system related ecodesign and energy labelling regulations to date.
Systems have increasingly been studied explicitly, rather than as an ‘added benefit’ to a basically product based approach. This is in recognition of the additional energy savings which are accessible via a system approach.
This project has reviewed studies on eight product groups, most of them ecodesign and energy labelling preparatory or review studies:
* Walk-in cold rooms (WICRs)
* WICRs
* Case study method for heating systems
* Lighting systems
* “points system” approach
* Pumps
* Heater and water heater package energy label
* Heater and water heater package energy label
* Solar Photovoltaics (PV) (system energy label)
* Solar PV (system energy label)
* Building Automation and Control Systems (BACS)
* Power cables
This webinar goes through the technico-economic assessment of photovoltaic installations in non-residential buildings. Its viability is compared with the costs of electricity from the grid. The methodology for such an exercice will be explained and the conclusions and lessons will be presented. http://www.leonardo-energy.org/webinar/photovoltaic-grid-parity-tertiary-sector-session-2
Additionally, an assessment of local regulation in seven countries is made: France, Germany, Italy, Spain, Brazil, Chile and Mexico.
For further information, please read the Grid Parity Monitor issues. http://www.leonardo-energy.org/photovoltaic-grid-parity-monitor
Photovoltaic Grid Parity in the Tertiary SectorLeonardo ENERGY
This webinar goes through the technico-economic assessment of photovoltaic installations in non-residential buildings. Its viability is compared with the costs of electricity from the grid. The methodology for such an exercice will be explained and the conclusions and lessons will be presented.
Additionally, an assessment of local regulation in seven countries is made: France, Germany, Italy, Spain, Brazil, Chile and Mexico.
For further information, please read the Grid Parity Monitor issues.
http://www.leonardo-energy.org/webinar/photovoltaic-grid-parity-tertiary-sector-session-1
Large Energy Savings by Efficient Regulatory IncentivesLeonardo ENERGY
Presentation of economic analysis on the right regulatory signals to be implemented for efficient investments and energy loss reduction in electricity networks.
Overview of Regulatory Models in Europe
Analysis of Regulatory Schemes in Selected Countries : Great Britain, Germany, the Netherlands, Norway and Spain
Analysis of Incentives for Efficient Investments
Case Study on Distribution Losses (Spain)
Conclusions and Recommendations
Capacity charging mechanism for shared CO2 transportation and storage infrast...Global CCS Institute
While technical and legal barriers to CCS are diminishing, the difficulty in building a sound commercial case for the development and operation of CCS infrastructure remains a serious obstacle. One way to significantly reduce the cost of CCS is to realise economies of scale by sharing a single CO2 transportation and storage infrastructure system among several operators of CO2 capture plants.
This webinar, presented by Calum Hughes, Director - CCS at Yellow Wood Energy and Dave Bevan, Commercial Developer at National Grid Carbon (UK), will provide insight into the commercial charging mechanism developed by National Grid for a shared CCS infrastructure system. In particular, various options for allocating system development and operational costs between members of an infrastructure network will be explored.
This presentation is an overview Cost of Capital.
Dr. Soheli Ghose ( Ph.D (University of Calcutta), M.Phil, M.Com, M.B.A., NET (JRF), B. Ed).
Assistant Professor, Department of Commerce,St. Xavier's College, Kolkata.
Guest Faculty, M.B.A. Finance, University of Calcutta, Kolkata
Course on Regulation and Sustainable Energy in Developing Countries - Session 4Leonardo ENERGY
The session 4 gives an in-depth view on the concrete implementation of feed-in tariff laws, with the presentation of case studies of successful and less effective feed-in tariff laws and also an overview of on-going implementation of feed-in tariff laws, presenting notably the examples of Germany, Spain, France, the UK, Malaysia, Kenya, Mauritius, Ecuador, Ontario (Canada), Vermont (US), etc.
Natural Gas Pipeline Transmission Cost & EconomicsVijay Sarathy
In any pipeline project, an economic analysis has to be performed to ensure the project is a viable investment. The major capital components of a pipeline system consists of the pipeline, Booster station, ancillary machinery such as mainline valve stations, meter stations, pressure regulation stations, SCADA & Telecommunications. The project costs would additionally consist of environmental costs & permits, Right of Way (ROW) acquisitions, Engineering & Construction management to name a few.
The following tutorial is aimed at conducting a pipeline economic analysis using the method of Weight Average Capital Cost (WACC) to estimate gas tariffs, project worth in terms of Net Present Value (NPV), Internal Rate of Return (IRR), Profit to Investment Ratio (PIR) and payback period. The cost of equity is estimated using the Capital Asset Pricing Model (CAPM).
We are currently in the midst of one of the deepest downturns in the upstream industry in recent years. Challenging times are ahead for those looking to invest capital and grow their companies in this environment.
Petroleum Economics is all about the allocation of scarce resources. Investment capital is certainly that scarce resource at the moment. In this environment, companies are looking for people to develop highly advanced skills in upstream petroleum economic and financial analysis
Sheet4Assignment 1 LASA # 2—Capital Budgeting Techniques
Sheet1
Solution
:-A) Computation of WACC:-Cost of equity (Ke) will be calculated using dividend discount model which is as under:-Price of share (P0) = D1/(Ke-g)Ke = (D1/(P0*(1-f))) + gWhere,D1 = D0*(1+g)F = Flotation costKe = ((2.50*(1+6%))/(50*(1-10%))) + 6%Ke = 11.89%i) Equity financing and debt financing are two different sources of financing being used by the organizations to procure funds. Equity and debt are two different sources of financing, equity financing represents internal source of finance whereas debt financing represent external source of finance. Mixture of both is always used by the business organizations to procure funds and is most commonly known as target ratio or capital structure ratio. This ration varies from industry to industry and company and company depending upon various circumstances, equity financing can be raised only through issuing shares in market by the help of initial public offer whereas debt financing can be raise from many sources such as bonds, long term loans, money market instruments etc.Equity Financing has following advantages:1. The total cash flows generated can be used solely for investment purpose, rather than paying back the investors.2. Funds can be raised in shorter time as compared to other sources of funds.However, in equity financing, dilution of ownership easily occurs and more investors can lead to loss of Control.Cost of debt (Kd) will be calculated as follows:-Kd = Market rate of deb*(1-tax rate)Kd = 5%*(1-35%)Kd = 3.25%Debt is a more common source of finance used by most of the organizations, the reason for the same is as follows:-a. Debt is cheaper source of finance as compared to equity the reason being the cost associated with issuing the common stock like. Underwriters commission, legal expenses, various registration charges, issuing of prospectus, printing of various documents etc.b. Debt financing provide leverage to the company which will increase the Earning per Share (EPS) which in turn leads to increase in market value of share, this helps organization to maximize its market capitalization.However, if the expansion venture does not work in favour of the company, then these obligations of repayment of principal and interest may turnout to be a burden to the company. WACC = (Ke*We) + (Kd*Wd)WACC = (11.89%*70%) + (3.25%*30%)WACC = 9.30%B) Computation of NPV of project A:-Depreciation = Cost of the asset – salvage value Life of the asset = 1,500,000/ 3 = 500,000Calculation of cash flows:Revenue – 1,200,000Less Cost – 600,000Less Depreciation – 500,000Profit - 100,000Less taxes (35%) 35,000Profit after taxes .
Regulatory incentives for network loss reductionLeonardo ENERGY
Environmental concerns remain a driving force for European energy policy, as exemplified by last years' directive on energy efficiency. The directive sets the legislative framework to achieve energy efficiency targets. Since electricity network losses comprise a significant component of electricity demand, regulatory incentives to facilitate loss reduction in electricity networks should be in place. This webinar evaluates the incentives for investments in low-loss equipment in differing regulatory settings and outlines pathways to assure the proper embedding of these incentives.
Implementing Agreement for Co-operation in the Research, Development and Depl...SustainableEnergyAut
Implementing Agreement for Co-operation in the Research, Development and Deployment of Wind Energy Systems presentation by - Maureen Hand, nrel at IEA Task 26 Cost and Value of Wind seminar
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Link to the recordings: https://youtu.be/ZCFhmldvRA0
Auctions for energy efficiency and the experience of renewablesLeonardo ENERGY
Auctions are an emerging market-based policy instrument to promote energy efficiency that has started to gain traction in the EU and worldwide. This presentation provides an overview and comparison of several energy efficiency auctions and derives conclusions on the effects of design elements based on auction theory and on experiences of renewable energy auctions. We include examples from energy efficiency auctions in Brazil, Canada, Germany, Portugal, Switzerland, Taiwan, UK, and US.
A recording of this presentation can be viewed at:
https://youtu.be/aC0h4cXI9Ug
Energy efficiency first – retrofitting the building stock finalLeonardo ENERGY
Retrofitting the building stock is a challenging undertaking in many respects - including costs. Can it nevertheless qualify as a measure under the Energy Efficiency First principle? Which methods can be applied for the assessment and what are the results in terms of the cost-effectiveness of retrofitting the entire residential building stock? How do the results differ for minimization of energy use, CO2 emissions and costs? And which policy conclusions can be drawn?
This presentation was used during the 18th webinar in the Odyssee-Mure on Energy Efficiency Academy on February 3, 2022.
A link to the recording: https://youtu.be/4pw_9hpA_64
This presentation discusses the contribution of Energy Efficiency Funds to the financing of energy efficiency in Europe. The analysis is based on the MURE database on energy efficiency policies. As an example, the German Energy Efficiency Fund is described in more detail.
This is the 17th webinar in the Odyssee-Mure on Energy Efficiency Academy.
Recordings are available on: https://youtu.be/KIewOQCgQWQ
(see updated version of this presentation:
https://www.slideshare.net/sustenergy/energy-efficiency-funds-in-europe-updated)
The Energy Efficiency First Principle is a key pillar of the European Green Deal. A prerequisite for its widespread application is to secure financing for energy efficiency investments.
This presentation discusses the contribution of Energy Efficiency Funds to the financing of energy efficiency in Europe. The analysis is based on the MURE database on energy efficiency policies. As an example, the German Energy Efficiency Fund is described in more detail.
This is the 17th webinar in the Odyssee-Mure on Energy Efficiency Academy.
Recordings are available on: https://youtu.be/KIewOQCgQWQ
Five actions fit for 55: streamlining energy savings calculationsLeonardo ENERGY
During the first year of the H2020 project streamSAVE, multiple activities were organized to support countries in developing savings estimations under Art.3 and Art.7 of the Energy Efficiency Directive (EED).
A fascinating output of the project so far is the “Guidance on Standardized saving methodologies (energy, CO2 and costs)” for a first round of five so-called Priority Actions. This Guidance will assist EU member states in more accurately calculating savings for a set of new energy efficiency actions.
This webinar presents this Guidance and other project findings to the broader community, including industry and markets.
AGENDA
14:00 Introduction to streamSAVE
(Nele Renders, Project Coordinator)
14:10 Views from the EU Commission and the link with Fit-for-55 (Anne-Katherina Weidenbach, DG ENER)
14:20 The streamSAVE guidance and its platform illustrated (Elisabeth Böck, AEA)
14:55 A view from industry: What is the added value of streamSAVE (standardized) methods in frame of the EED (Conor Molloy, AEMS ECOfleet)
14:55 Country experiences: the added value of standardized methods (Elena Allegrini, ENEA, Italy)
The recordings of the webinar can be found on https://youtu.be/eUht10cUK1o
This webinar analyses energy efficiency trends in the EU for the period 2014-2019 and the impact of COVID-19 in 2020 (based on estimates from Enerdata).
The speakers present the overall trend in total energy supply and in final energy consumption, as well as details by sector, alongside macro-economic data. They will explain the main drivers of the variation in energy consumption since 2014 and determine the impact of energy savings.
Speakers:
Laura Sudries, Senior Energy Efficiency Analyst, Enerdata
Bruno Lapillonne, Scientific Director, Enerdata
The recordings of the presentation (webinar) can be viewed at:
https://youtu.be/8RuK5MroTxk
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...Leonardo ENERGY
Prior to the current soaring energy prices across Europe, the European Commission proposed, as part of the FitFor55 climate and energy package, the EU Social Climate Fund to mitigate the expected social impact of extending the EU ETS to transport and heating.
The report presented in this webinar provides an update of the European Energy Poverty Index, published for the first time in 2019, which shows the combined effect of energy and mobility poverty across Member States. Beyond the regular update of the index, the report provides analysis of the existing EU policy framework related to energy and transport poverty. France is used as a case study given the “yellow vest” movement, which was triggered by the proposed carbon tax on fuels.
Watch the recordings of the webinar:
https://youtu.be/i1Jdd3H05t0
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?Leonardo ENERGY
This policy brief analyzes the main interacting mechanisms between the Energy Efficiency Directive (EED) and the EU Emission Trading Scheme (ETS). It presents a detailed top-down approach, based on the ODYSSEE energy indicators, to identify energy savings from the EU ETS.
The main task consists in isolating those factors that contribute to the change in energy consumption of industrial branches covered by the EU ETS, and the energy transformation sector (mainly the electricity sector).
Speaker:
Wolfgang Eichhammer (Head of the Competence Center Energy Policy and Energy Markets @Fraunhofer Institute for Systems and Innovation Research ISI)
The recordings of this webinar can be watched via:
https://youtu.be/TS6PxIvtaKY
Energy efficiency, structural change and energy savings in the manufacturing ...Leonardo ENERGY
The first part of the presentations presents the energy efficiency improvements in the manufacturing sector since 2000, and the role of structural change between the different branches and energy savings. It will compare the improvements in Denmark and other countries with EU average. This part is based on ODYSSEE data.
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Recordings of the live webinar are on https://youtu.be/VVAdw_CS51A
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)Leonardo ENERGY
This policy brief looks at questions ‘how to measure energy sufficiency’, ‘which policies and measures can be used to address energy sufficiency’ and ‘how they are used in Europe today’.
Energy sufficiency refers to a situation where everyone has access to the energy services they need, whilst the impacts of the energy system do not exceed environmental limits. The level of ambition needed to address energy sufficiency is higher than in the case of energy efficiency.
This is the 13th edition of the Odyssee-Mure on Energy Efficiency Academy, and number 519 in the Leonardo ENERGY series. The recording of the live presentation can be found on https://www.youtube.com/watch?v=jEAdYbI0wDI&list=PLUFRNkTrB5O_V155aGXfZ4b3R0fvT7sKz
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The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Product Efficiency Call to Action, by Melanie Slade - IEA and Nicholas Jeffrey - UK BEIS
Towards a systems approach in Ecodesign and Energy Labelling: How to make the...Leonardo ENERGY
View recordings of the workshop at https://youtu.be/06U1MXlLaNs
It is widely recognised that there are substantial additional energy savings to be made from taking a system approach – considering how products are combined and operate together. However, political ambition has not resulted in regulation. During this workshop, policy makers and key stakeholders will discuss implementation barriers and explore possible remedies.
The European Copper Institute commissioned research to look into the experience with developing system related ecodesign and energy labelling regulations to date (Brocklehurst, 2021). In their review, the authors analysed the common characteristics and challenges related to ecodesign and energy labelling of eight product groups that, at least to some extent, go beyond a ‘simple’ product.
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* Welcome and introduction (Diedert Debusscher, ECI)
* A review of systems approaches in Ecodesign and Energy Labelling (Fiona Brocklehurst, Ballarat Consulting)
* Transforming product efficiency policy into system efficiency policy (Hans-Paul Siderius, Netherlands Enterprise Agency)
* Views from the EU Commission (Ronald Piers De Raveschoot, ENER.B3)
* Case study: Pump systems (Michael Könen, Europump)
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JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
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https://www.rttsweb.com/jmeter-integration-webinar
Assuring Contact Center Experiences for Your Customers With ThousandEyes
Training Module on Electricity Market Regulation - SESSION 5 - Cost of Capital
1. Experience you can trust.
http://www.leonardo-energy.org/training-module-electricity-market-regulation-session-5
Training on Regulation
A webinar for the European Copper Institute
Webinar 5: Cost of Capital
Dr. Konstantin Petrov / Dr. Daniel Grote
14.12.2009
2. http://www.leonardo-energy.org/training-module-electricity-market-regulation-session-5
14.12.2009 1
Agenda
b) Weighted Average Cost of Capital (WACC)
a) Concept and Regulatory Objectives
1. Definition of Cost of Capital
c) Cost of Debt
d) Cost of Equity
2. Quantification of Cost of Capital
a) Capital Asset Pricing Model (CAPM)
c) Arbitrage Pricing Theory (APT)
d) Dividend Growth Model (DGM)
e) Comparable Earnings Model (CEM)
e) Capital Structure (gearing)
f) Treatment of Taxes
f) Regulatory Precedents
b) Fama-French 3-factor Model
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14.12.2009 2
1. Definition of Cost of Capital
a) Definition and Regulatory Objectives
• Cost of capital is a measure of the financial return that investors seek for the risk they are
taking on by investing in the company
• Regulatory objectives
– Provide sufficient return to encourage investments
– Refer to capital market performance where it is possible
– Consider adequately the risk of regulated industry
– Provide incentives to employ optimal capital structure (minimal cost of capital)
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14.12.2009 3
1. Definition of Cost of Capital
b) Weighted Average Cost of Capital (WACC) (1)
Cost of Equity Cost of Debt
Equity Share Debt ShareTaxes
WACC
• The cost of capital (allowed rate of return) is usually determined as the Weighted Average
Cost of Capital (WACC)
• WACC comprises of cost of equity and cost of debt weighted by their shares
• WACC may include corporate taxes
• WACC is applied in almost all European jurisdictions and worldwide
5. http://www.leonardo-energy.org/training-module-electricity-market-regulation-session-5
14.12.2009 4
1. Definition of Cost of capital
b) Weighted Average Cost of Capital (WACC) (2)
Cost of Equity
No default risk
No reinvestment risk
+
Market risk measure
*
Base Equity
Premium
Country Risk
Premium
Risk-free rate + Debt premium
Risk-free rate Beta Risk Premium
Premium for average
risk investment
Debt / Equity ratio
E = Equity D = Debt
Tax rateCost of Debt Gearing
T = Tax
D
E+D
WACC (post-tax) = Cost of equity + Cost of Debt (1-T)
E
E+D* * *
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1. Definition of Cost of Capital
c) Cost of Debt
• Calculated as sum of the risk free rate and debt risk premium (debt spread)
• Availability of market data essential
• Risk free rate
– Is the expected return on an asset which bears no risk at all, no default risk
– Estimated on the basis of appropriate long-term government bond yields
• Debt risk premium
– Is the interest paid on corporate bonds over and above a comparable risk-free bond
– Can be obtained by observing published credit ratings that specialist credit rating
agencies assign to the company
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14.12.2009 6
1. Definition of Cost of Capital
d) Cost of Equity (1)
• Calculated as sum of the risk free rate and equity risk premium adjusted by beta coefficient
• Availability of market data essential
• Risk free rate
– Is the expected return on an asset which bears no risk at all
– Estimated on the basis of appropriate long-term government bond yields
• Beta coefficient
– Is an attempt to examine how the return on the investment co-varies with the return on
the market portfolio
– Direct estimates are not possible unless a company is publicly traded
– An estimate of a company’s equity beta can be calculated from an estimate of its asset
beta (based on international experience)
• Equity risk premium
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1. Definition of Cost of Capital
• Equity risk premium
– The usual regulatory practice is to use historical data on national capital market returns
and arithmetic averages
Country Regulator Industry Range of Equity risk premium Last decision
Min Max Date Equity risk premium
ACCC TSO (electricity) 6.0% 6.0% 2005 6.0%Australia
ESC DSO (electricity) 6.0% 6.0% 2005 6.0%
Belgium CREG DSO (gas) 3.5% 3.5% 2006 3.5%
TSO (gas) 5.0% 5.0% 2004 5.0%
Finland EMA
TSO (electricity) 5.0% 5.0% 2004 5.0%
Electricity generation 5.25% 5.25% 2005 5.25%
Ireland CER
TSO/DSO (electricity) 5.25% 5.25% 2005 5.25%
TSO (electricity) 4.0% 6.0% 2005 5.0%
DSO (electricity) 4.0% 7.0% 2005 5.0%Netherlands DTe
DSO (gas) 4.0% 6.0% 2005 6.0%
New Zealand Commerce Commission DSO (gas) 5.5% 7.5% 2005 7.0%
UK Ofgem DSO (electricity) 2.5% 4.5% 2004 4.5%
d) Cost of Equity (2)
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1. Definition of Cost of Capital
e) Capital Structure (gearing)
• The regulators aim to approximate the optimal financing
(= minimisation of cost of capital)
of the regulated service providers
• Usually standardised
• Regulators set targets
• Objective is to minimize cost of capital
• Equity part usually between
40 % and 50 %
Cost of debt
WACC
Cost of
capital
Cost of equity
Optimal cost
of capital
Debt / equity ratio
(gearing)
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1. Definition of Cost of Capital
f) Treatment of Taxes
• Corporation tax is a charge on corporate profits
• It may be incorporated in the assessment of cost of capital
• Pre-tax WACC, corporate tax included in the equity return allowed via the WACC
• Post-tax WACC, corporate tax included as a separate item in the allowed revenue, tax
shield effect incorporated in the debt return allowed via the WACC
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2. Quantification of Cost of Capital
a) Capital Asset Pricing Model (CAPM)
• The most common model applied in practice (also for regulatory purposes) to determine a
theoretically appropriate required rate of return of an asset
• Discussion in finance about the theoretically exact model, but to date CAPM remains the
basic model that provides a fairly good representation (rough proxy) of the real world
• Total risk of portfolio = specific risk + systematic risk
– specific (unsystematic) risk
components uncorrelated with general market movements
company specific individual risk, can be diversified away by investing in the market
– systematic risk
common to all assets in the market (market risk)
risk for being in the market
cannot be reduced by diversification
stock owners only compensated for systematic risk
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2. Quantification of Cost of Capital
a) Capital Asset Pricing Model (CAPM) – Formula
or
E(Ra) = Rf + β ( E(Rm) – Rf ) + ε
Expected return
on individual
capital asset a
Risk-free rate
of interest
sensitivity of
asset returns
to market
returns
Expected
return of the
market
Risk-free rate
of interest
market premium or
equity risk premium
Error
term
systematic or
non-diversifiable
risk
specific or
diversifiable
risk
*
E(Ra) - Rf = β ( E(Rm) – Rf )
β (beta) times market premium=individual risk premium
*
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2. Quantification of Cost of Capital
a) Capital Asset Pricing Model (CAPM) – Security Market Line
• Relationship between security returns and market returns
– The Security Market Line (SML) describes a relation between beta and the asset's
expected rate of return
– The slope of the SML is equal to the market risk premium (E(Rm) – Rf ) and reflects the
investment’s degree of risk aversion at a given time
Relatively
risky assetsMarket
portfolio
Relatively
safe assets
Error term (ε)
risk-free rate
of return
Expected
rate of return
systematic risk (β)0
E(Rm)
1
Rf
Security Market Line (SML)
Expected
return of
the market
High risk
premium
Low risk
premium
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2. Quantification of Cost of Capital
b) Fama-French 3-Factor Model (1)
• Most popular alternative to CAPM in finance research (not yet much applied in the regulatory
context)
• Expands the CAPM with additional factors for firm size and book-to-market ratios found in a
number of empirical studies
E(Ra) = Rf + β ( E(Rm) – Rf ) + γ (SMB) + δ (HML) + ε
Expected return
on individual
capital asset a
Risk-free
rate of
interest
Sensitivity of
returns of
asset a to
market
returns Expected
return of the
market
Error
term
Risk-free
rate of
interest
Expected returns
of small minus
big (SMB) stocks
Expected returns
of high minus low
book-to-market
(HML) stocks
Sensitivity of
returns of
asset a to
returns of
small over
big stocks
Sensitivity of
returns of
asset a to
returns of
high over low
book-to-
market
stocks
* * *
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2. Quantification of Cost of Capital
b) Fama-French 3-Factor Model (2)
• Market risk
– β = 1 asset moves with the market
– β < 1 asset moves less than the market, less risk + lower than market return
– β > 1 asset moves more than the market, higher risk + higher than market return
• Size effect
– Empirical observation that investors have received additional returns by investing in stocks
of companies with a relatively small market capitalization (size premium)
– γ close to 0, large capitalization portfolio
– γ close to 1, small capitalization portfolio
• Value effect
– Empirical observation that investors have received additional returns for investing in stocks
of companies with high book-to-market values (value premium)
– δ close to 0, portfolio with low book-to-market ratio
– δ close to 1, portfolio with high book-to-market ratio
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2. Quantification of Cost of Capital
c) Arbitrage Pricing Theory (APT)
• The Arbitrage Pricing Theory (APT) assumes that the expected return of a stock depends
on the fundamental macroeconomic factors influencing it
• The risk premium of a stock is associated with the stock’s sensitivity to each of these
macroeconomic factors
• If the price of an asset deviates from its expected price based on the influencing factors,
investors will sell or buy the asset and bring the price back in line with the returns expected
by the model (arbitrage)
• Possible factors to be considered are economic growth, interest rates, inflation, fuel prices,
consumer spending
• Open question: Which factors to include and how to weight them?
E(Ra) = Rf + βa1 ( F1 ) + βa2 ( F2 ) + … + ε
Risk-free
rate of
interest
Expected return
on individual
capital asset a
Sensitivity of
returns of
asset a to
factor 1
Factor 1 Sensitivity of
returns of
asset a to
factor 2
Factor 2 Error
term
Additional
factors
* *
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2. Quantification of Cost of Capital
d) Dividend Growth Model (DGM)
• The Dividend Growth Model (DGM) or Dividend Discount Model values a stock with the
present value of the dividend stream from that stock
• Requires forecasting of the future distribution of dividends
• The company growth regarded as constant (in one stage specification of the model)
• Usually used as supporting model to examine the accuracy of the CAPM results
Re = + g
D1
P0
Cost of Equity
expected
dividend
current
share price
rate of
growth in
dividend
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2. Quantification of Cost of Capital
e) Comparable Earnings Model (CEM)
• The Comparable Earnings Model (CEM) estimates the cost of capital from the historical
returns on equity for entities or industries of comparable risk
• The cost of capital is related to the average rate of return over a historic period
• It is based on accounting data which is affected by accounting policy
• Difficult to select comparable company and appropriate period
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2. Quantification of Cost of Capital
f) Regulatory Precedents
• The costs of capital of regulated firms is benchmarked against decisions of other regulatory
authorities in other countries or for other sectors in the same country
• Countries or companies from other sectors may not be comparable due to differences in:
– Regulatory regime
– Sector specifics
– Political and social environment
• Decision dependent on the accuracy of decision making of other regulators
21. Experience you can trust.
http://www.leonardo-energy.org/training-module-electricity-market-regulation-session-5
End of Webinar 5
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Fax +49 (228) 44 690 99
Dr. Konstantin Petrov
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E-mail: konstantin.petrov@kema.com