Dataset Description Title: Electricity Market Dataset for Long-Term Forecasting (2018–2024)

Overview: This dataset provides a comprehensive collection of electricity market data, focusing on long-term forecasting and strategic planning in the energy sector. The data is derived from real-world electricity market records and policy reports from Germany, specifically the Frankfurt region, a major European energy hub. It includes hourly observations spanning from January 1, 2018, to December 31, 2024, covering key economic, environmental, and operational factors that influence electricity market dynamics. This dataset is ideal for predictive modeling tasks such as electricity price forecasting, renewable energy integration planning, and market risk assessment.

Features Description Feature Name Description Type Timestamp The timestamp for each hourly observation. Datetime Historical_Electricity_Prices Hourly historical electricity prices in the Frankfurt market. Continuous (Float) Projected_Electricity_Prices Forecasted electricity prices (short, medium, long term). Continuous (Float) Inflation_Rates Hourly inflation rate trends impacting energy markets. Continuous (Float) GDP_Growth_Rate Hourly GDP growth rate trends for Germany. Continuous (Float) Energy_Market_Demand Hourly electricity demand across all sectors. Continuous (Float) Renewable_Investment_Costs Investment costs (capital and operational) for renewable energy projects. Continuous (Float) Fossil_Fuel_Costs Costs for fossil fuels like coal, oil, and natural gas. Continuous (Float) Electricity_Export_Prices Prices for electricity exports from Germany to neighboring regions. Continuous (Float) Market_Elasticity Sensitivity of electricity demand to price changes. Continuous (Float) Energy_Production_By_Solar Hourly solar energy production. Continuous (Float) Energy_Production_By_Wind Hourly wind energy production. Continuous (Float) Energy_Production_By_Coal Hourly coal-based energy production. Continuous (Float) Energy_Storage_Capacity Available storage capacity (e.g., batteries, pumped hydro). Continuous (Float) GHG_Emissions Hourly greenhouse gas emissions from energy production. Continuous (Float) Renewable_Penetration_Rate Percentage of renewable energy in total energy production. Continuous (Float) Regulatory_Policies Categorical representation of regulatory impact on electricity markets (e.g., Low, Medium, High). Categorical Energy_Access_Data Categorization of energy accessibility (Urban or Rural). Categorical LCOE Levelized Cost of Energy by source. Continuous (Float) ROI Return on investment for energy projects. Continuous (Float) Net_Present_Value Net present value of proposed energy projects. Continuous (Float) Population_Growth Population growth rate trends impacting energy demand. Continuous (Float) Optimal_Energy_Mix Suggested optimal mix of renewable, non-renewable, and nuclear energy. Continuous (Float) Electricity_Price_Forecast Predicted electricity prices based on various factors. Continuous (Float) Project_Risk_Analysis Categorical analysis of project risks (Low, Medium, High). Categorical Investment_Feasibility Indicator of the feasibility of energy investments. Continuous (Float) Use Cases Electricity Price Forecasting: Utilize historical and projected price trends to predict future electricity prices. Project Risk Classification: Categorize projects into risk levels for better decision-making. Optimal Energy Mix Analysis: Analyze the balance between renewable, non-renewable, and nuclear energy sources. Policy Impact Assessment: Study the effect of regulatory and market policies on energy planning. Long-Term Strategic Planning: Provide insights into investment feasibility, GHG emission reduction, and energy market dynamics. Acknowledgment This dataset is based on publicly available records and market data specific to the Frankfurt region, Germany. The dataset is designed for research and educational purposes in energy informatics, computational intelligence, and long-term forecasting.

The US Energy Market is segmented by Generation (Conventional Thermal, Hydro, Nuclear, Non-hydro Renewable) and Transmission & Distribution.

The report covers North American Power Market Analysis and it is segmented by Generation (Conventional Thermal, Hydro, Nuclear, and Non-Hydro Renewable), Transmission and Distribution, and Geography (United States, Canada, and Rest of North America). The market size and forecasts are provided in terms of revenue (USD Billion) for all the above segments.

US Electricity Prices and Sales by State, Sector, and Year

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F8734253%2Fdba0dac3571f37e79f2891a6ffd80d5c%2Fus%20electric%20flag.png?generation=1712518711362350&alt=media" alt=""> This comprehensive dataset offers a detailed look at the United States electricity market, providing valuable insights into prices, sales, and revenue across various states, sectors, and years. With data spanning from 2001 onwards to 2024, this dataset is a powerful tool for analyzing the complex dynamics of the US electricity market and understanding how it has evolved over time.

The dataset includes eight key variables: | Column Name | Description | |-------|-------| | year | The year of the observation | | month | The month of the observation | | stateDescription | The name of the state | | sectorName | The sector of the electricity market (residential, commercial, industrial, other, or all sectors) | | customers | The number of customers (missing for some observations) | | price | The average price of electricity per kilowatt-hour (kWh) in cents | | revenue | The total revenue generated from electricity sales in millions of dollars | | sales | The total electricity sales in millions of kilowatt-hours (kWh) |

By providing such granular data, this dataset enables users to conduct in-depth analyses of electricity market trends, comparing prices and consumption patterns across different states and sectors, and examining the impact of seasonality on demand and prices.

One of the primary applications of this dataset is in forecasting future electricity prices and sales based on historical trends. By leveraging the extensive time series data available, researchers and analysts can develop sophisticated models to predict how prices and demand may change in the coming years, taking into account factors such as economic growth, population shifts, and policy changes. This predictive power is invaluable for policymakers, energy companies, and investors looking to make informed decisions in the rapidly evolving electricity market.

Another key use case for this dataset is in investigating the complex relationships between electricity prices, sales volumes, and revenue. By combining the price, sales, and revenue data, users can explore how changes in prices impact consumer behavior and utility company bottom lines. This analysis can shed light on important questions such as the price elasticity of electricity demand, the effectiveness of energy efficiency programs, and the potential impact of new technologies like renewable energy and energy storage on the market.

Beyond its immediate applications in the energy sector, this dataset also has broader implications for understanding the US economy and society as a whole. Electricity is a critical input for businesses and households across the country, and changes in electricity prices and consumption can have far-reaching effects on economic growth, competitiveness, and quality of life. By providing such a rich and detailed portrait of the US electricity market, this dataset opens up new avenues for research and insights that can inform public policy, business strategy, and academic inquiry.

I hope you all enjoy using this dataset and find it useful! 🤗

This data book provides certain data behind figures and tables found in the NREL presentation Status and Trends in the U.S. Voluntary Green Power Market 2018 Data. These data reflect estimates based on the best available data.

The Power Market size was valued at USD XX Million in 2023 and is projected to reach USD XXX Million by 2032, exhibiting a CAGR of 4.89 % during the forecasts periods. Recent developments include: In April 2023, ArcelorMittal announced that the company's Brazilian entity, ArcelorMittal Brazil, formed a joint venture with the Brazilian renewable energy company Casa dos Ventos to develop the 554 MW Babilonia wind power project. The project will be developed for USD 800 million in the central region of Bahia, northeast Brazil. ArcelorMittal will hold a 55% share in the joint venture, and Casa dos Ventos will have the remaining share., In April 2023, the Indian government sanctioned the construction of ten nuclear reactors in five Indian states. The center has granted administrative and financial approval for a fleet of ten indigenous 700 MW pressurized heavy water reactors. The ten reactors will be built in the states of Karnataka, Haryana, Madhya Pradesh, and Rajasthan., July 2022: Dubai Electricity and Water Authority (DEWA) announced that the company aims to develop 4GW renewable energy projects with the Independent Power Producer (IPP). The total investment required in the projects would be more than AED 40 billion. DEWA is developing a solar project IPP model, The Mohammed bin Rashid Al Maktoum Solar Park. The project will have a production capacity of 5,000 MW by 2030.. Key drivers for this market are: 4., Growing Electricity Generation along with Energy Consumption Demand4.8.; Increasing adoption of Renewable Energy. Potential restraints include: 4., Phasing out of Coal-Based Power Plants. Notable trends are: Thermal Source for Power Generation to be the Largest Market.

This data book provides certain data behind figures and tables found in the NREL presentation, Status and Trends in the U.S. Voluntary Green Power Market (2019 Data). These data reflect estimates based on the best available data.

In 2025, the market size of the fuel cell for stationary power in the United States was valued at over USD 2,445.68 million. It is expected to keep growing at a CAGR of 10.9% from 2023 to reach USD 6,882.01 million by 2035. The market also drives growth due to the increasing adoption of fuel cell-based backup and primary power solutions, increasing consumer inclination towards sustainable sources of energy, and growing investments in hydrogen production and storage technologies.

Metric	Value
Market Size in 2025	USD 2,445.68 Million
Projected Market Size in 2035	USD 6,882.01 Million
CAGR (2025 to 2035)	10.9%

Country-wise Outlook- Fuel cell for stationary power market

Country	CAGR (2025 to 2035)
USA	11.1%

Country	CAGR (2025 to 2035)
UK	10.7%

Region	CAGR (2025 to 2035)
European Union (EU)	10.8%

Country	CAGR (2025 to 2035)
Japan	11.0%

Country	CAGR (2025 to 2035)
South Korea	10.9%

Competitive Outlook

Company Name	Estimated Market Share (%)
Bloom Energy Corporation	18-22%
FuelCell Energy, Inc.	14-18%
Ballard Power Systems	11-15%
Plug Power Inc.	8-12%
Doosan Fuel Cell Co., Ltd.	6-10%
Other Companies (combined)	30-40%

Thailand's Electricity Market is segmented by Power Generation (Conventional, and Renewables) and Power Transmission and Distribution.

The nuclear powered electricity market was valued at nearly ***** billion U.S. dollars in 2023. By 2031, the sector is expected to reach ***** billion U.S. dollars. More information on the global electricity generation market value can be found here.

United Arab Emirates Data Center Power Market size was valued at USD 162.42 Million in 2024 and is projected to reach USD 552.25 Million by 2032, growing at a CAGR of 16.53% during the forecast period from 2026-2032.

United Arab Emirates Data Center Power Market: Definition/ Overview

Data center power refers to the electrical infrastructure required to operate and maintain a data center's IT equipment and supporting systems. It encompasses the generation, distribution, and management of electrical power, ensuring continuous and reliable operation. Effective data center power management involves optimizing energy efficiency, minimizing downtime, and ensuring the scalability of power infrastructure to meet evolving demands.

Data center power applications encompass ensuring continuous and reliable electricity supply for critical IT infrastructure. These systems support the operation of servers, storage devices.

PLC in Power Market size was valued at USD 3.17 Billion in 2024 and is projected to reach USD 10.55 Billion by 2031, growing at a CAGR of 4.52% from 2024 to 2031.

Global PLC in Power Market Analysis

Grid Modernization Initiatives: Governments and utilities worldwide are investing heavily in modernizing aging power grids to improve reliability and reduce outages. PLCs are integral to these upgrades as they enable real-time monitoring and control of grid components, facilitating quick responses to anomalies and enhancing grid stability.

Growing Demand for Energy Efficiency The need for energy-efficient operations in power generation, transmission, and distribution has increased significantly. PLCs optimize processes by controlling systems precisely, reducing energy waste, and improving overall system efficiency.

According to Cognitive Market Research, the global Electricity Generation market size was USD 2154.2 million in 2024. It will expand at a compound annual growth rate (CAGR) of 9.80% from 2024 to 2031.

North America held the major market share for more than 40% of the global revenue with a market size of USD 861.68 million in 2024 and will grow at a compound annual growth rate (CAGR) of 8.0% from 2024 to 2031.
Europe accounted for a market share of over 30% of the global revenue with a market size of USD 646.26 million.
Asia Pacific held a market share of around 23% of the global revenue with a market size of USD 495.47 million in 2024 and will grow at a compound annual growth rate (CAGR) of 11.8% from 2024 to 2031.
Latin America had a market share of more than 5% of the global revenue with a market size of USD 107.71 million in 2024 and will grow at a compound annual growth rate (CAGR) of 9.2% from 2024 to 2031.
Middle East and Africa had a market share of around 2% of the global revenue and was estimated at a market size of USD 43.08 million in 2024 and will grow at a compound annual growth rate (CAGR) of 9.5% from 2024 to 2031.
Thermal Generation is the market leader in the Electricity Generation industry

Market Dynamics of Electricity Generation Market

Key Drivers for Electricity Generation Market

Rising need for cooling boosts the electricity generation market: The increased demand for cooling is projected to drive the electricity generating market in the future years. Cooling is the process of lowering the temperature of an object or environment, which is usually accomplished by transporting heat away from the intended location, typically utilizing air or a cooling medium. Power generation can be utilized to cool by running air conditioning (AC) and fans to keep indoor temperatures comfortable. For instance, According to the International Energy Agency, an autonomous intergovernmental body located in France, in July 2023, more than 90% of households in the United States and Japan had an air conditioner. Cooling accounts for around 10% of global electricity use. In warmer countries, this might result in a more than 50% increase in power demand during the summer months. As a result, increased demand for cooling is likely to drive expansion in the power generating industry.

Increasing applications of electricity in the transportation industry: The growing use of energy in the transportation industry is predicted to increase demand for electricity, hence pushing the power generation market. The electrification of railways in underdeveloped and developing countries, the establishment of public transportation networks such as rapid metro transit systems, and the growing use of electric vehicles in developed countries will all create significant market opportunities for power generation companies. For instance, in order to achieve net-zero carbon emissions, the Office of Rail and Road (ORR) predicts that 13,000 track kilometers - or roughly 450 km per year - of track in the UK will need to be electrified by 2050, with 179 km electrified between 2020 and 2021. According to the Edison Electric Institute (EEl), yearly electric car sales in the United States are estimated to exceed 1.2 million by 2025. Electric vehicles are projected to account for 9% of worldwide electricity demand by 2050.

Restraint Factor for the Electricity Generation Market

High initial capital investment for renewable projects: The high initial capital for renewable projects is indeed a limiting factor for the market growth of the electricity generation sector, as most such technologies, infrastructure, and installation depend on significant up-front funding. For instance, most renewable energy technologies are highly capital intensive-solar, and wind, in particular, scares investors away from taking action, especially if they are small or developing firms. There is thus an economic limitation that restricts competition and contributes toward slower development of cleaner energy solutions. Moreover, funding can be quite tricky and challenging-especially for a poor economic climate. The payback times attached to these investment options are long, leading to uncertainty and making stakeholders reluctant to commit. These financial constraints are, therefore, blighting the transition to renewable energy as well as, more broadly, the overall electricity generation market

Trends for the Electri...

The Norway Power Market size was valued at USD XX Million in 2023 and is projected to reach USD XXX Million by 2032, exhibiting a CAGR of 2.00">> 2.00 % during the forecasts periods. Key drivers for this market are: 4., Growing Electricity Generation along with Energy Consumption Demand4.8.; Increasing adoption of Renewable Energy. Potential restraints include: 4., Phasing out of Coal-Based Power Plants. Notable trends are: Hydropower Is Expected to Dominate the Market.

Discover the booming Vietnam electricity market forecast to 2033! This in-depth analysis reveals a CAGR exceeding 3%, driven by economic growth and renewable energy investments. Learn about key players, market segments (thermal, gas, renewable, nuclear), and future trends impacting this dynamic sector. Recent developments include: In December 2021, Japan's Shikoku Electric Power Co Inc. invested more than JPY 10 billion (USD 87 million) in buying a 15% stake in the Vietnam Vung Ang 2 coal-fired power plant project. The Japanese utility paid between JPY 10-20 billion to the Japanese trading house Mitsubishi Corp. to buy the stake., In October 2020, ExxonMobil Hai Phong Energy Pte Ltd (EMPHE) and the Japanese power generation company (JERA) signed a Memorandum of Understanding (MOU) document to work together on the development of a potential integrated LNG to power plant project in Hai Phong, Japan.. Notable trends are: The Thermal Segment to Dominate the Market.

This dataset contains data from 2019.01.01 to 2019.12.31 of Singapore’s power market. It consists of the following data: 1. Real-time electricity price 2. Power load 3. Holiday type 4. Day type 5. Hour

Asia Pacific Power Market is segmented by Power Generation (Thermal, Hydro, Renewables, and Others), Power Transmission and Distribution (T&D), and Geography (China, India, Japan, South Korea, and Rest of Asia-Pacific).

The global data center power market size was valued at USD 24.33 billion in 2025 and is projected to reach USD 51.26 billion by 2033, exhibiting a CAGR of 6.87% during the forecast period. The market growth is attributed to the increasing demand for data centers due to the exponential growth of data traffic and the adoption of cloud and edge computing. Additionally, factors such as the proliferation of IoT devices, the growing adoption of AI and ML, and the need for uninterrupted power supply for critical IT infrastructure are driving the market expansion. The market is segmented by type into solutions (power distribution unit, UPS, busway, other solutions) and services (consulting, system integration, professional services). The solutions segment accounted for the largest market share in 2025 and is expected to maintain its dominance throughout the forecast period. The end-user application segment is classified into information technology, manufacturing, BFSI, government, telecom, and other end-user applications. The information technology sector is anticipated to remain the dominant end-user application, owing to the high concentration of data centers in this industry. Geographically, North America is projected to hold the largest market share during the forecast period, followed by Europe and Asia. Recent developments include: November 2023: Vertiv introduced Vertiv SmartMod Max CW, a prefabricated modular data center designed to address the increasing demand. The solution supports up to 200kW of total IT load in a single system. It presents a range of customization options, including power capacities, number of racks and rack sizes, and module dimensions. Vertiv SmartMod Max CW incorporates Vertiv Liebert EXM uninterruptible power supply (UPS) system in 100 kW, 150 kW, and 200 kW power ratings and thermal management units with intelligent controls, enabling small-scale operations, like edge data centers, to meet their specific requirements., October 2023: ABB announced that it had designed the highly adjustable, all-in-one ABB TruFit power distribution unit, considering the increasing demands of rapidly approaching data center project timelines. For applications ranging from 50 to 800 kVA, TruFit offers exceptional configurability, dependability, and safety features at the system level.. Key drivers for this market are: Rising Adoption of Mega Data Centers and Cloud Computing, Increasing Demand to Reduce Operational Costs. Potential restraints include: High Cost of Installation and Maintenance. Notable trends are: UPS to be the Fastest Growing Solution Type.

The size of the US Power Market was valued at USD XX Million in 2023 and is projected to reach USD XXX Million by 2032, with an expected CAGR of 5.60">> 5.60% during the forecast period. Recent developments include: In October 2020, Equinor has announced its Empire wind project with an installed capacity of 816MW is scheduled to commission by 2024. The project is expected to meet the power needs of more than half a million households in New York. Equinor is currently the sole owner of the Empire wind project and is likely to remain the operator throughout the development, construction, and operations phases., In April 2020, Seminole Electric planned to build a new natural gas-fired power plant at its Palatka plant in Florida. The project has an investment cost of USD 727 million and is scheduled for commissioning by the end of 2023.. Key drivers for this market are: 4., Supportive Government Policies and Incentives4.; Environmental Concerns. Potential restraints include: 4., Fossil Fuel Subsidies. Notable trends are: Thermal Power to Dominate the Market.

The Brazil Data Center Power Market is booming, projected to reach $261.5 million in 2025 and grow at a CAGR of 11.50% until 2033. Discover key drivers, trends, and leading companies shaping this dynamic market. Explore the segments, including UPS systems, generators, and critical power distribution solutions. Recent developments include: December 2023: Eaton Corporation announced the launch of its new Rack PDU G4 (4th generation) that provides a high security and business continuity data center. It also combines with C39 outlets that securely connect both C14 and C20 power cords, backed by a locking mechanism and a built-in high retention system that secures the power cord., November 2023: ABB Ltd announced the launch of the Protecta Power panel board, designed for industrial, commercial, and institutional buildings. It is integrated with digital monitoring and control technology while enhancing durability and safety.. Key drivers for this market are: Rising Adoption of Mega Data Centers and Cloud Computing, Increasing Demand to Reduce Operational Costs. Potential restraints include: High Cost of Installation and Maintenance. Notable trends are: Switched PDU is Anticipated to be the Fastest Growing Segment.