100+ datasets found
  1. Global electricity consumption 2024, by country

    • statista.com
    Updated Jul 9, 2025
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    Statista (2025). Global electricity consumption 2024, by country [Dataset]. https://www.statista.com/statistics/267081/electricity-consumption-in-selected-countries-worldwide/
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    Dataset updated
    Jul 9, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    Worldwide
    Description

    China consumes by far the most electricity of any country in the world, with almost 9,000 terawatt-hours equivalent consumed in 2024. The United States ranked as the second-leading electricity consumer that year, with over 4,000 terawatt-hours consumed. India followed, but by a wide margin. Production and consumption disparities China not only leads countries in electricity generation worldwide, it also dominates production, generating over 10 petawatt-hours annually. The United States follows with 4.6 petawatt-hours, significantly more than its consumption of 4,065 terawatt-hours. This disparity underscores the complex relationship between production and consumption, influenced by factors such as energy efficiency, export capabilities, and domestic demand. The global expansion of electricity networks, particularly in Central and Southern Asia, is driving increased production to meet growing access and demand. Shifting energy landscapes The United States, as the second-largest consumer, is experiencing a significant shift in its energy mix. Coal-based electricity has declined by nearly 65 percent since 2010, giving way to natural gas and renewable sources. This transition is evident in recent capacity additions, with renewable energy sources accounting for over 90 percent of new electricity capacity in 2024. The surge in renewable generation, particularly wind power, is reshaping the U.S. energy landscape and influencing consumption patterns. As renewable energy consumption is projected to more than double by 2050, the electricity market is adapting to these changing dynamics.

  2. Global primary energy consumption forecast 1990-2050

    • statista.com
    Updated Jun 21, 2025
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    Statista (2025). Global primary energy consumption forecast 1990-2050 [Dataset]. https://www.statista.com/statistics/263981/worldwide-energy-consumption-forecast-between-1980-and-2030/
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    Dataset updated
    Jun 21, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    Global energy consumption is on an upward trajectory, with projections indicating a substantial increase from ***** quadrillion British thermal units in 2022 to ***** quadrillion British thermal units by 2050. This growth reflects the world's increasing energy needs, driven by population growth, economic development, and technological advancements. Shifting energy landscape While fossil fuels currently dominate the energy mix, accounting for nearly ** percent of global primary energy demand in 2022, a significant shift is expected in the coming decades. Renewable energy sources are projected to play an increasingly important role, with electricity generation from renewables expected to almost triple between 2022 and 2050. This transition is crucial for addressing climate change concerns and reducing carbon emissions. Regional disparities and future outlook Energy consumption patterns vary significantly across regions and economic development levels. In 2022, emerging economies, including China, consumed almost *** exajoules of energy, compared to about *** exajoules in developed countries. China is expected to maintain its position as the world's largest energy consumer by 2050. As global energy demand continues to rise, the challenge lies in balancing economic growth with sustainable energy practices and reducing reliance on fossil fuels.

  3. Global electricity consumption 1980-2023

    • statista.com
    Updated Jul 14, 2025
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    Statista (2025). Global electricity consumption 1980-2023 [Dataset]. https://www.statista.com/statistics/280704/world-power-consumption/
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    Dataset updated
    Jul 14, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    Over the past half a century, the world's electricity consumption has continuously grown, reaching approximately 27,000 terawatt-hours by 2023. Between 1980 and 2023, electricity consumption more than tripled, while the global population reached eight billion people. Growth in industrialization and electricity access across the globe have further boosted electricity demand. China's economic rise and growth in global power use Since 2000, China's GDP has recorded an astonishing 15-fold increase, turning it into the second-largest global economy, behind only the United States. To fuel the development of its billion-strong population and various manufacturing industries, China requires more energy than any other country. As a result, it has become the largest electricity consumer in the world. Electricity consumption per capita In terms of per capita electricity consumption, China and other BRIC countries are still vastly outpaced by developed economies with smaller population sizes. Iceland, with a population of less than half a million inhabitants, consumes by far the most electricity per person in the world. Norway, Qatar, Canada, and the United States also have among the highest consumption rates. Multiple contributing factors such as the existence of power-intensive industries, household sizes, living situations, appliance and efficiency standards, and access to alternative heating fuels determine the amount of electricity the average person requires in each country.

  4. Household Power Consumption Study

    • kaggle.com
    Updated Aug 15, 2024
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    Shashank S (2024). Household Power Consumption Study [Dataset]. https://www.kaggle.com/datasets/shashanks1202/household-power-consumption-study
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Aug 15, 2024
    Dataset provided by
    Kaggle
    Authors
    Shashank S
    License

    MIT Licensehttps://opensource.org/licenses/MIT
    License information was derived automatically

    Description

    This dataset contains detailed measurements of electric power consumption in a household over a span of nearly four years. Collected at a one-minute sampling rate, the data provides insights into various electrical quantities and sub-metering values for the household. The dataset includes 2,075,259 observations and covers a period from December 2006 to November 2010.

    This dataset is ideal for time-series analysis, regression modeling, clustering, and other tasks related to energy consumption forecasting, anomaly detection, and pattern recognition. It provides a valuable resource for understanding household energy usage and behavior.

    Column Descriptions Date

    Type: Date Description: The date in dd/mm/yyyy format. Missing Values: No Time

    Type: Categorical Description: The time in hh:mm:ss format. Missing Values: No Global_active_power

    Type: Continuous Description: Household global minute-averaged active power (in kilowatts). Missing Values: No Global_reactive_power

    Type: Continuous Description: Household global minute-averaged reactive power (in kilowatts). Missing Values: No Voltage

    Type: Continuous Description: Minute-averaged voltage (in volts). Missing Values: No Global_intensity

    Type: Continuous Description: Household global minute-averaged current intensity (in amperes). Missing Values: No Sub_metering_1

    Type: Continuous Description: Energy sub-metering No. 1 (in watt-hours of active energy), related to the kitchen. Missing Values: No Sub_metering_2

    Type: Continuous Description: Energy sub-metering No. 2 (in watt-hours of active energy), related to the laundry room. Missing Values: No Sub_metering_3

    Type: Continuous Description: Energy sub-metering No. 3 (in watt-hours of active energy), related to an electric water heater and air-conditioner. Missing Values: No

  5. Global primary energy consumption 2024, by country

    • statista.com
    Updated Jul 2, 2025
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    Statista (2025). Global primary energy consumption 2024, by country [Dataset]. https://www.statista.com/statistics/263455/primary-energy-consumption-of-selected-countries/
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    Dataset updated
    Jul 2, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    Worldwide
    Description

    China is the largest consumer of primary energy in the world, having used some 176.35 exajoules in 2024. This is a lot more than what the United States consumed, which comes in second place. The majority of primary energy fuels worldwide are still derived from fossil fuels, such as oil and coal. China's energy mix China’s primary energy mix has shifted from a dominant use of coal to an increase in natural gas and renewable sources. Since 2013, the renewables share in total energy consumption has grown by around eight percentage points. Overall, global primary energy consumption has increased over the last decade, and it is expected to experience the largest growth in emerging economies like the BRIC countries - Brazil, Russia, India, and China. What is primary energy? Primary energy is the energy inherent in natural resources such as crude oil, coal, and wind before further transformation. For example, crude oil can be refined into secondary fuels, such as gasoline or diesel, while wind is harnessed for electricity - itself a secondary energy source. A country’s total primary energy supply is a measure of the country’s primary energy sources. Meanwhile, end use energy is the energy directly consumed by the user and includes primary fuels such as natural gas, as well as secondary sources, like electricity and gasoline.

  6. AI Data Center Power Consumption Market Analysis, Size, and Forecast...

    • technavio.com
    Updated Jul 18, 2025
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    Technavio (2025). AI Data Center Power Consumption Market Analysis, Size, and Forecast 2025-2029: North America (US and Canada), Europe (France, Germany, and UK), APAC (Australia, China, India, and Japan), South America (Brazil), and Rest of World (ROW) [Dataset]. https://www.technavio.com/report/ai-data-center-power-consumption-market-industry-analysis
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    Dataset updated
    Jul 18, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    Global, United States, Canada
    Description

    Snapshot img

    AI Data Center Power Consumption Market Size 2025-2029

    The AI data center power consumption market size is forecast to increase by USD 24.03 billion at a CAGR of 38.6% between 2024 and 2029.

    The market is experiencing significant growth due to the proliferation and escalating complexity of generative AI. Advanced AI models require immense computational power, leading to increased energy consumption in data centers. This trend is driving the adoption of more efficient cooling technologies, such as liquid cooling, which can reduce power usage effectiveness (PUE) and lower overall energy consumption. However, the market faces challenges in the form of grid constraints and power scarcity. As data centers continue to expand, there is a growing need for reliable and sustainable power sources. 
    Companies must navigate these challenges by exploring renewable energy solutions, implementing energy storage systems, and optimizing energy usage through load balancing and power management strategies. By addressing these issues, organizations can effectively capitalize on the opportunities presented by the growing market while minimizing risks and ensuring long-term success. Grid infrastructure may struggle to keep up with the increasing demand for electricity, potentially leading to power outages or brownouts. IT service management and network security protocols are essential for maintaining system resilience and reliability.
    

    What will be the Size of the AI Data Center Power Consumption Market during the forecast period?

    Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
    Request Free Sample

    In the dynamic data center power consumption market, energy audit services play a crucial role in identifying inefficiencies and optimizing power usage. Power monitoring tools enable real-time tracking of energy consumption, while hardware lifecycle management ensures the efficient use of resources throughout the IT infrastructure. IT load forecasting and capacity planning tools help data center operators anticipate and manage power demands. Remote monitoring systems and thermal modeling facilitate infrastructure upgrades and cooling system design, enhancing data center resiliency. Cooling technology advancements, such as dynamic power allocation and power factor correction, contribute to energy efficiency standards and energy-efficient design. PUE metrics and server utilization rates are essential indicators of data center optimization.

    Energy cost reduction strategies, including renewable energy integration and energy procurement, are increasingly popular. AI-powered analytics enable data centers to optimize server power consumption and improve overall energy efficiency. Infrastructure upgrades and power infrastructure design are critical in addressing the growing data center footprint. Real-time monitoring and cooling system design are essential for maintaining optimal conditions and ensuring data center reliability. Capacity planning tools and server power consumption management help data center operators make informed decisions and reduce energy waste. Strategic data center migration and cloud migration services are essential for businesses seeking operational agility and reduced on-premise dependency.

    How is this AI Data Center Power Consumption Industry segmented?

    The AI data center power consumption industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

    Technology
    
      Above 5 MW
      1 - 5 MW
      Less than 500 kW
      500 kW - 1 MW
    
    
    Type
    
      Hyperscale data centers
      Colocation data centers
      Enterprise data centers
      Edge data centers
    
    
    End-user
    
      IT and telecom
      BFSI
      Healthcare
      Others
    
    
    Geography
    
      North America
    
        US
        Canada
    
    
      Europe
    
        France
        Germany
        UK
    
    
      APAC
    
        Australia
        China
        India
        Japan
    
    
      South America
    
        Brazil
    
    
      Rest of World (ROW)
    

    By Technology Insights

    The Above 5 MW segment is estimated to witness significant growth during the forecast period. In the realm of data center power consumption, the market's dynamics are shaped by various interconnected entities. Uninterruptible power supplies ensure uninterrupted operations, while energy consumption monitoring enables efficient usage. DCIM software solutions optimize infrastructure, and energy storage systems provide backup power. HVAC optimization and thermal management solutions enhance operational efficiency, reducing carbon footprints. Data center modernization embraces renewable energy sources and server energy efficiency. Precision cooling systems, waste heat recovery, and liquid cooling systems further optimize power usage effectiveness. Virtualization te

  7. D

    Power Monitoring Units Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Power Monitoring Units Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/power-monitoring-units-market
    Explore at:
    pptx, pdf, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Power Monitoring Units Market Outlook



    The global power monitoring units market size was valued at approximately USD 3.5 billion in 2023 and is projected to reach around USD 6.8 billion by 2032, growing at a CAGR of 7.2% during the forecast period. This robust growth can be attributed to the increasing demand for energy-efficient solutions, the rising need for power quality monitoring, and the expansion of smart grid initiatives globally. Power monitoring units are becoming essential in modern energy management systems, ensuring higher efficiency, reliability, and cost-effectiveness in power usage.



    The rising demand for energy efficiency is one of the primary growth factors driving the power monitoring units market. As industries and commercial enterprises strive to reduce operational costs and comply with stringent environmental regulations, power monitoring units play a crucial role in monitoring and optimizing energy consumption. These units provide real-time data and analytics, enabling users to identify energy wastage, optimize load distribution, and enhance overall system efficiency. Furthermore, the integration of renewable energy sources into traditional power grids has increased the necessity for advanced power monitoring solutions to ensure grid stability and reliability.



    Another significant growth factor is the increasing adoption of smart grid technologies. Governments and utility companies worldwide are investing heavily in smart grid infrastructure to improve the reliability, efficiency, and sustainability of electricity distribution. Power monitoring units are integral components of smart grids, facilitating real-time monitoring, fault detection, and load balancing. The ability of these units to provide detailed insights into power consumption patterns and system performance is crucial for the successful implementation of smart grid projects. As smart grid initiatives continue to expand, the demand for power monitoring units is expected to rise substantially.



    Technological advancements in power monitoring systems are also propelling market growth. Innovations such as advanced metering infrastructure (AMI), IoT-enabled power monitoring devices, and cloud-based energy management platforms are transforming the way power monitoring units operate. These technologies enable seamless data integration, remote monitoring, and advanced analytics, providing users with unprecedented control and visibility over their power systems. The increasing adoption of digitalization and smart technologies in energy management is expected to further boost the demand for power monitoring units in the coming years.



    In the realm of technological advancements, Advanced Server Energy Monitoring Tools are gaining traction as indispensable components in the power monitoring landscape. These tools offer enhanced capabilities for tracking and managing energy consumption across server environments, which are notoriously energy-intensive. By providing detailed insights into power usage patterns, they enable data centers and IT facilities to optimize their energy efficiency, reduce operational costs, and minimize their carbon footprint. As the demand for data processing and storage continues to surge, the integration of such advanced tools becomes crucial for maintaining sustainable and efficient operations. The ability to remotely monitor and control energy usage in real-time further enhances the appeal of these tools, making them a vital part of modern energy management strategies.



    Regionally, the Asia Pacific market is poised for significant growth, driven by rapid industrialization, urbanization, and increasing energy demands in countries like China and India. The region is witnessing substantial investments in smart grid projects and renewable energy integration, creating immense opportunities for power monitoring unit manufacturers. North America and Europe are also key markets, with a strong focus on energy efficiency and sustainability. The presence of leading technology providers and favorable regulatory frameworks in these regions are expected to support market growth. Meanwhile, the Latin America and Middle East & Africa regions are gradually catching up, with increasing investments in modernizing their power infrastructure.



    Component Analysis



    The power monitoring units market can be segmented by component into hardware, software, and services. The hardware segment includes devices such as meters, monitoring sensors, and data l

  8. Energy Management Systems (EMS) Market Analysis, Size, and Forecast...

    • technavio.com
    pdf
    Updated Jun 25, 2025
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    Technavio (2025). Energy Management Systems (EMS) Market Analysis, Size, and Forecast 2025-2029: North America (US and Canada), Europe (France, Germany, Italy, Spain, and UK), APAC (China, India, and Japan), and Rest of World (ROW) [Dataset]. https://www.technavio.com/report/energy-management-systems-market-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Jun 25, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2025 - 2029
    Description

    Snapshot img

    Energy Management Systems Market Size 2025-2029

    The energy management systems (EMS) market size is forecast to increase by USD 51.64 billion, at a CAGR of 15.4% between 2024 and 2029.

    The market is experiencing significant growth due to the escalating demand for energy-efficient solutions in various industries and households. This trend is driven by increasing awareness of energy conservation and the need to reduce operational costs. Furthermore, advancements in technology have led to the development of more sophisticated EMS, enabling better energy management and optimization. Big data and wireless communication are transforming EMS, enabling real-time data acquisition, process optimization, and machine learning.
    Companies seeking to capitalize on this market's opportunities must focus on offering cost-effective solutions while ensuring the latest technological advancements. Navigating this market requires a strategic approach, with a strong focus on innovation and cost optimization to meet the evolving needs of energy-conscious consumers and businesses. However, the high initial costs for installing and implementing these systems remain a considerable challenge for market adoption. Renewable energy integration, including wind power systems and solar power systems, necessitates advanced energy modeling and simulation software.
    

    What will be the Size of the Energy Management Systems (EMS) Market during the forecast period?

    Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
    Request Free Sample

    The market continues to evolve, driven by the growing need for efficient energy use and regulatory compliance across various sectors. Energy performance contracts, fault detection, and smart meters are integral components of EMS, enabling real-time monitoring and optimization of energy consumption. HVAC control systems, powered by cloud computing and machine learning, ensure optimal performance and reduce energy waste. Risk management, power system simulation, and renewable energy integration are essential for grid modernization and sustainability reporting. Capacity planning and carbon footprint reduction are key concerns for utility companies, driving the adoption of demand response programs and energy efficiency audits.

    IoT sensors, energy modeling, and load forecasting facilitate peak demand reduction and energy trading. SCADA systems, utility management software, and power quality monitoring ensure grid stability and transmission automation. Energy procurement, solar power optimization, and power converters are crucial for effective energy portfolio management. The integration of wind energy and the evolution of distribution automation continue to shape the EMS landscape. The market's continuous dynamism underscores the importance of data analytics and energy consulting in optimizing energy use and reducing costs. The ongoing adoption of advanced technologies, such as smart grids and peak demand reduction strategies, underscores the market's potential for growth and innovation.

    How is this Energy Management Systems (EMS) Industry segmented?

    The energy management systems (EMS) industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

    Deployment
    
      On-premises
      Cloud-based
    
    
    End-user
    
      Manufacturing
      Power and energy
      Telecom and IT
      Residential and commercial
      Others
    
    
    Solution
    
      Industrial energy management
      Utility energy management
      Building energy management
      Enterprise carbon and energy management
      Home energy management
    
    
    Component
    
      Hardware
      Software
      Services
    
    
    Geography
    
      North America
    
        US
        Canada
    
    
      Europe
    
        France
        Germany
        Italy
        Spain
        UK
    
    
      APAC
    
        China
        India
        Japan
    
    
      Rest of World (ROW)
    

    By Deployment Insights

    The On-premises segment is estimated to witness significant growth during the forecast period. The on-premises segment of the global energy management systems (EMS) market is experiencing significant growth in recent years. This trend can be attributed to the rising demand for effective energy management solutions across several industries, including manufacturing, healthcare, retail, and others. On-premises energy management systems offer several benefits over cloud-based solutions, especially when it comes to data security and privacy. One significant advantage of on-premises energy management systems is control. Companies that operate on-premises systems have complete control over their data. This means they are better equipped to address data breaches and other security threats. Renewable energy integration, including wind power systems and solar power systems, necessitates advanced energy m

  9. P

    Power Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Mar 19, 2025
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    Market Report Analytics (2025). Power Market Report [Dataset]. https://www.marketreportanalytics.com/reports/power-market-13335
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 19, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global power market, valued at approximately $XX million in 2025, is projected to experience a Compound Annual Growth Rate (CAGR) of 2.51% from 2025 to 2033. This growth is driven by several key factors, including the increasing global energy demand fueled by population growth and industrialization, particularly in developing economies across Asia and Africa. Furthermore, the ongoing transition towards renewable energy sources, such as solar and wind power, is significantly impacting market dynamics. Government policies promoting clean energy and stringent environmental regulations are accelerating the adoption of sustainable power generation technologies. However, the market faces certain restraints, including the high initial investment costs associated with renewable energy infrastructure and the intermittency challenges inherent in solar and wind power. Effective grid management and energy storage solutions are crucial to mitigate these challenges and ensure a stable and reliable power supply. The market is segmented by type (e.g., renewable, fossil fuels, nuclear) and application (e.g., residential, commercial, industrial), with significant growth anticipated in renewable energy segments across various applications. Competitive dynamics are shaped by the strategies employed by major players like Acciona SA, ACWA Power International, and Shell plc, encompassing mergers and acquisitions, technological innovation, and geographic expansion. The competitive landscape is characterized by a mix of established players and emerging companies vying for market share. Leading companies are focusing on diversifying their portfolios, leveraging technological advancements to improve efficiency and reduce costs, and forging strategic partnerships to expand their reach. Consumer engagement is increasingly important, with companies emphasizing transparent communication regarding sustainability initiatives and providing consumers with options to choose renewable energy sources. Regional variations exist, with North America and Europe representing mature markets, while regions like Asia-Pacific and the Middle East & Africa exhibit substantial growth potential driven by rapid economic development and infrastructure investments. The forecast period of 2025-2033 suggests continued growth driven by the factors mentioned above, albeit at a moderated pace due to potential economic fluctuations and technological advancements that may influence future energy consumption patterns. This detailed analysis provides a comprehensive overview of the power market, offering valuable insights for stakeholders and investors.

  10. Updated Projections of Residential Energy Consumption across Multiple Income...

    • zenodo.org
    zip
    Updated Sep 26, 2023
    + more versions
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    Ying Zhang; Ying Zhang; Stephanie Waldhoff; Stephanie Waldhoff; Yang Ou; Yang Ou; Gokul Iyer; Gokul Iyer (2023). Updated Projections of Residential Energy Consumption across Multiple Income Groups under Decarbonization Scenarios using GCAM-USA [Dataset]. http://doi.org/10.5281/zenodo.8377779
    Explore at:
    zipAvailable download formats
    Dataset updated
    Sep 26, 2023
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Ying Zhang; Ying Zhang; Stephanie Waldhoff; Stephanie Waldhoff; Yang Ou; Yang Ou; Gokul Iyer; Gokul Iyer
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Area covered
    United States
    Description

    Understanding the residential energy consumption patterns across multiple income groups under decarbonization scenarios is crucial for designing equitable and effective energy policies that address climate change while minimizing disparities. This dataset is developed using an integrated human-Earth system model, supported by the Grid Operations, Decarbonization, Environmental and Energy Equity Platform (GODEEEP) Investment at Pacific Northwest National Laboratory (PNNL). Compared to the first version of the dataset (https://zenodo.org/record/79880387), this updated dataset is based on model runs where the Inflation Reduction Act (IRA) are implemented in the model scenarios. In addition to the queried and post-processed key output variables related to residential energy sector in .csv tables, we also upload the full model output databases in this repository, so that users can query their desired model outputs.

    GCAM-USA operates within the Global Change Analysis Model (GCAM), which represents the behavior of, and interactions between, different sectors or systems, including the energy system, the economy, agriculture and land use, water, and the climate. GCAM is one of only a few integrated global human-Earth system models, also known as Integrated Assessment Models (IAMs), which address key processes in inter-linked human and earth systems and provide insights into future global environmental change under alternative scenarios (IAMC, 2022).

    GCAM has global coverage with varying spatial disaggregation depending on the type of system being modeled. For energy and economy systems, 32 regions across the globe, including the USA as its own region, are modeled in GCAM. GCAM-USA advances with greater spatial detail in the USA region, which includes 50 States plus the District of Columbia (hereinafter “state”). The core operating principle for GCAM and GCAM-USA is market equilibrium. The model solves every market simultaneously at each time step where supply equals demand and prices are endogenous in the model. The official documentation of GCAM and GCAM-USA can be found at: https://jgcri.github.io/gcam-doc/toc.html.

    The dataset included in this repository is based on an improved version of GCAM-USA v6, where multiple consumer groups, differentiated by the average income level for 10 population deciles, are represented in the residential building energy sector. As of September 24, 2023, the latest officially released version of GCAM-USA has a single consumer (represented by average GDP per capita) in the residential sector and thus does not include this feature. This multiple-consumer feature is important because (1) demand for residential floorspace and energy are non-linear in income, so modeling more income groups improves the representation of total demand and (2) this feature allows us to explore the distributional effects of policies on these different income groups and the resulting disparity across the groups in terms of residential energy security. If you need more information, please contact the corresponding author.

    Here, we ran GCAM-USA with the multiple-consumer feature described above under four scenarios over 2015-2050 (Table 1), including two business-as-usual scenarios and two decarbonization scenarios (with and without the impacts of climate change on heating and cooling demand). This repository contains the full model output databases and key output variables related to the residential energy sector under the four scenarios, including:

    • income shares by consumer groups at each state over 2015-2050 (Casper et al., 2023)
    • residential energy consumption per capita by service, fuel, state, and income group, 2015-2050
    • residential energy service output (energy consumption * technology efficiency) per capita by service, fuel, state, and income group, 2015-2050
    • estimated energy burden (Eq.1), by state and income group, 2015-2050
    • estimated satiation gap (Eq.2), by service, state, and income group, 2015-2050
    • residential heating service inequality (Eq.3), by state, 2015-2050

    Table 1

    ScenariosPoliciesClimate Change Impacts
    BAU (Business-as-usual)Existing state-level energy and emission policies (including IRA)Constant HDD/CDD (heating degree days / cooling degree days)
    BAU_climateExisting state-level energy and emission policies (including IRA)Projected state-level HDD/CDD through 2100 under RCP8.5
    NZ (Net-Zero by 2050)

    In addition to BAU, two national targets:

    • 50% net-GHG emission reduction relative to 2005 level and net-zero GHG emissions by 2050
    • US power grid achieves clean-grid by 2035
    Constant HDD/CDD
    NZ_climate

    In addition to BAU, two national targets:

    • 50% net-GHG emission reduction relative to 2005 level and net-zero GHG emissions by 2050
    • US power grid achieves clean-grid by 2035
    Projected state-level HDD/CDD through 2100 under RCP8.5

    Eq. 1

    \(Energy\ burden_{i,k} = \dfrac{\sum_j (service\ output_{i,j,k} * service\ cost_{j,k})}{GDP_{i,k}}\)

    for income group i and state k, that sums over all residential energy services j.

    Eq. 2

    \(Satiation\ Gap_{i,j,k} = \dfrac{satiation\ level_{j,k} - service\ output_{i,j,k}} {satiation\ level_{j,k}}\)

    for service j, income group i, and state k. Note that the satiation level and service output are per unit of floorspace.

    Eq. 3

    \(Residential\ heating\ service\ inequality_j = \dfrac{S_j^{d10}}{(S_j^{d1} +S_j^{d2} + S_j^{d3} + S_j^{d4})}\)

    for service j where S is the residential heating service output per capita of the highest income group (d10) divided by the sum of that of the lowest four income groups (d1, d2, d3, and d4), similar to the Palma ratio often used for measuring income inequality. A higher Palma ratio indicates a greater degree of inequality. Among the key output variables in this repository, we provide the residential heating service inequality output table as an example.

    Reference

    Casper, K. C., Narayan, K. B., O'Neill, B. C., Waldhoff, S. T., Zhang, Y., & Wejnert-Depue, C. (2023). Non-parametric projections of the net-income distribution for all U.S. states for the shared socioeconomic pathways. Environmental Research Letters. http://iopscience.iop.org/article/10.1088/1748-9326/acf9b8.

    IAMC. 2022. The common Integrated Assessment Model (IAM) documentation [Online]. Integrated Assessment Consortium. Available: https://www.iamcdocumentation.eu/index.php/IAMC_wiki [Accessed May 2023].

    Acknowledgement

    This research was supported by the Grid Operations, Decarbonization, Environmental and Energy Equity Platform (GODEEEP) Investment, under the Laboratory Directed Research and Development (LDRD) Program at Pacific Northwest National Laboratory (PNNL).

    PNNL is a multi-program national laboratory operated for the U.S. Department of Energy (DOE) by Battelle Memorial Institute under Contract No. DE-AC05-76RL01830.

  11. Global Energy And Utility Analytics Market Size By Type (Software, Service),...

    • verifiedmarketresearch.com
    Updated Jun 17, 2024
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    VERIFIED MARKET RESEARCH (2024). Global Energy And Utility Analytics Market Size By Type (Software, Service), By Deployment Model (On-Premise, Cloud, Hybrid), By Geographic Scope And Forecast [Dataset]. https://www.verifiedmarketresearch.com/product/energy-and-utility-analytics-market/
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    Dataset updated
    Jun 17, 2024
    Dataset provided by
    Verified Market Researchhttps://www.verifiedmarketresearch.com/
    Authors
    VERIFIED MARKET RESEARCH
    License

    https://www.verifiedmarketresearch.com/privacy-policy/https://www.verifiedmarketresearch.com/privacy-policy/

    Time period covered
    2024 - 2031
    Area covered
    Global
    Description

    Energy And Utility Analytics Market size was valued at USD 3.07 Billion in 2023 and is projected to reach USD 10.41 Billion by 2031, growing at a CAGR of 16.5% from 2024 to 2031.

    Global Energy And Utility Analytics Market Drivers:

    Increasing Energy Demand and Consumption Patterns: With global energy consumption steadily rising due to population growth and industrial expansion, there is an increased demand for effective energy management. Energy and utility analytics assist utilities identify and predict usage patterns, allowing for more accurate demand forecasts. This leads to improved resource allocation, less energy waste, and more efficient production schedules. Advanced analytics make it easier to integrate renewable energy sources into the grid, resulting in a dependable and balanced energy supply that fulfills expanding demand while being environmentally friendly.

    Integration of Renewable Energy Sources: Environmental concerns and regulatory regulations are driving the transition to renewable energy sources such as solar, wind, and hydropower. Integrating these variable energy sources into the regular system presents substantial hurdles. Energy analytics helps to handle these complications by projecting renewable energy generation, optimizing storage systems, and guaranteeing grid stability. By evaluating weather patterns and historical data, utilities can better estimate renewable energy output and integrate it into traditional power systems.

  12. e

    International Energy Agency World Energy Prices, 1970-2022 - Dataset -...

    • b2find.eudat.eu
    Updated May 3, 2023
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    (2023). International Energy Agency World Energy Prices, 1970-2022 - Dataset - B2FIND [Dataset]. https://b2find.eudat.eu/dataset/e4ee6d56-6501-5fb1-b8d4-35c7cd212117
    Explore at:
    Dataset updated
    May 3, 2023
    Description

    DOI Abstract copyright UK Data Service and data collection copyright owner. The International Energy Agency (IEA) World Energy Prices database includes annual energy prices data for gasoline, automotive diesel, electricity and other products.Energy prices are a significant part of our domestic expenditures, play an important role for industrial competitiveness and influence energy consumption patterns. End-use prices-paid by final consumers- are affected by movements in commodity markets as well as policy decisions. As countries move away from regulated pricing, monitoring energy end-use prices around the world has become increasingly important for analysts and policy makers. World Energy Prices aims to serve this purpose by being the most reliable database that uses official sources with transparent and documented methodologies for each country. Main Topics: Topics covered include:ElectricityTransportTransport FuelsConsumer Price IndicesOther products Aggregation 1969 2022 AGRICULTURE Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armenia Aruba Australia Austria Azerbaijan BOILERS Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bermuda Bhutan Bolivia Bosnia and Herzegovina Botswana Brazil Brunei Darussalam Bulgaria Burkina Faso Burundi CALORIES CHEMICALS COAL CONSTRUCTION ENGINE... CONSUMPTION Cambodia Cameroon Canada Cape Verde Cayman Islands Central African Rep... Chad Channel Islands Chile China Colombia Comoros Congo Costa Rica Croatia Cuba Curacao Cyprus Czech Republic Denmark Djibouti Dominica Dominican Republic ELECTRIC POWER ENERGY EXPORTS AND IMPORTS Ecuador Egypt El Salvador Energy and natural ... Equatorial Guinea Estonia Ethiopia Europe European Union Coun... FISHING INDUSTRY FOOD FORESTRY FOSSIL FUELS Faroe Islands Finland France GAS FUELS GEOTHERMAL ENERGY Gabon Gambia Georgia Germany October 1990 Ghana Gibraltar Greece Grenada Guatemala Guinea Guinea Bissau HEATING SYSTEMS HYDROPOWER Honduras Hong Kong Hungary INDUSTRIAL PLANTS INDUSTRIAL PRODUCTION INDUSTRIES IRON Iceland India Indonesia Iran Iraq Ireland Isle of Man Israel Italy Jamaica Japan Jordan Kazakhstan Kenya Kosovo Kuwait Kyrgyzstan LEATHER Latvia Lebanon Lesotho Liberia Lithuania Luxembourg MACHINES MARKETING METALS MINERALS MINING Macao Macedonia Madagascar Malawi Malaysia Mali Malta Mauritania Mauritius Mexico Moldova Montenegro Morocco Mozambique Multi nation NUCLEAR ENERGY Namibia Nepal Netherlands New Zealand Nicaragua Niger Nigeria Norway PAPER PEAT PETROLEUM PRODUCTS PRODUCTION PUBLIC SERVICES PUMPS RAILWAY TRAVEL RENEWABLE ENERGY RESIDENTIAL BUILDINGS ROAD TRAFFIC ROADS Romania Russia Rwanda SHARES SOLAR ENERGY Saint Lucia Saint Martin Saint Vincent Saotome Saudi Arabia Senegal Serbia Seychelles Sierra Leone Singapore Slovakia Slovenia Solomon Islands Somalia South Africa South Korea Spain Sri Lanka Sudan Surinam Swaziland Switzerland TEXTILE INDUSTRY TEXTILE PRODUCTS TOBACCO TRANSPORT Tajikistan Tanzania Thailand Togo Trinidad and Tobago Turkey Turkmenistan Uganda Ukraine United Kingdom United States Uruguay Uzbekistan Vanuatu Venezuela Vietnam Virgin Islands USA WASTES WAXES WIND ENERGY WOOD Zambia Zimbabwe

  13. Global primary energy demand breakdown by fuel type 2020-2050

    • statista.com
    Updated Jun 21, 2025
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    Statista (2025). Global primary energy demand breakdown by fuel type 2020-2050 [Dataset]. https://www.statista.com/statistics/283439/global-fuel-shares-by-source/
    Explore at:
    Dataset updated
    Jun 21, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    The global energy landscape is shifting, reflecting a growing emphasis on renewable energy sources and the evolving nature of global energy consumption patterns. In 2023, fossil fuels accounted for almost ** percent of global primary energy demand, but this figure is projected to decrease to approximately ** percent by 2050. China's energy consumption leadership Since the beginning of the 2000s, global energy consumption has recorded an average increase of *** percent year-over-year, reaching *** exajoules in 2023. China has emerged as the world's largest consumer and producer of energy, using approximately ***** exajoules of primary energy in 2023. The country’s energy consumption has recorded a steep growth over the last *** decades, overtaking the United States -the second-largest energy supplier and consumer - around 2005. The country's dominance in energy consumption underscores its pivotal role in shaping global energy trends and environmental policies. Fossil fuels and the rise of renewables Although fossil fuels continue to dominate global primary energy consumption, the energy landscape is evolving, with renewable energy sources gaining ground. Investment in renewable energy has grown to over *** billion U.S. dollars per year in 2023, signaling a gradual shift towards more sustainable energy solutions. Although clean energy spending requirements for meeting the Paris Agreement targets are higher, this trend is expected to continue, potentially reshaping the global energy mix in the coming decades.

  14. Industrial Energy Efficiency Services Market Analysis, Size, and Forecast...

    • technavio.com
    pdf
    Updated Feb 16, 2025
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    Technavio (2025). Industrial Energy Efficiency Services Market Analysis, Size, and Forecast 2025-2029: North America (US and Canada), Europe (France, Germany, Italy, UK), Middle East and Africa (UAE), APAC (China, India, Japan, South Korea), South America (Brazil), and Rest of World (ROW) (Rest of World (ROW)) [Dataset]. https://www.technavio.com/report/industrial-energy-efficiency-services-market-industry-analysis
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Feb 16, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2025 - 2029
    Description

    Snapshot img

    Industrial Energy Efficiency Services Market Size 2025-2029

    The industrial energy efficiency services market size is forecast to increase by USD 3.82 billion, at a CAGR of 5.1% between 2024 and 2029.

    The market is a dynamic and evolving landscape, driven by the increasing emphasis on reducing energy consumption and minimizing environmental impact. Companies across various sectors are recognizing the importance of energy efficiency in their operations, leading to a growing demand for specialized services. One notable trend in the market is the integration of advanced technologies, such as the Internet of Things (IoT) and artificial intelligence (AI), to optimize energy usage and improve overall efficiency. These technologies enable real-time monitoring and analysis of energy consumption patterns, allowing businesses to identify areas for improvement and implement targeted solutions. Another significant factor influencing the market is the rising cost of energy.
    As energy prices continue to climb, companies are increasingly motivated to invest in energy efficiency measures to reduce their overall energy costs and improve their bottom line. However, the high initial setup costs associated with implementing these technologies can be a barrier to entry for some organizations. Despite these challenges, the market for industrial energy efficiency services is expected to continue growing as businesses seek to reduce their carbon footprint and improve their sustainability credentials. According to recent studies, the market is projected to grow at a steady pace, with energy efficiency services accounting for a significant share of the total energy management market.
    For instance, a recent analysis revealed that energy efficiency services represented approximately 20% of the total energy management market in 2020, with a projected growth rate of around 12% between 2021 and 2026. This trend is expected to continue as more businesses prioritize energy efficiency and sustainability in their operations. In conclusion, the market is a dynamic and evolving landscape, driven by the growing awareness of environmental impact and the rising cost of energy. The integration of advanced technologies and the increasing demand for energy efficiency solutions are key factors fueling the market's growth. Despite the high initial setup costs, the long-term cost savings and sustainability benefits make energy efficiency a worthwhile investment for businesses across various sectors.
    

    Major Market Trends & Insights

    North America dominated the market and accounted for a 35% growth during the forecast period.
    The market is expected to grow significantly in Europe as well over the forecast period.
    By the Service, the EA and C sub-segment was valued at USD 5.27 billion in 2023
    By the End-user, the Oil and gas sub-segment accounted for the largest market revenue share in 2023
    

    Market Size & Forecast

    Market Opportunities: USD 45.70 million
    Future Opportunities: USD 3.817 billion 
    CAGR : 5.1%
    North America: Largest market in 2023
    

    What will be the Size of the Industrial Energy Efficiency Services Market during the forecast period?

    Gain strategic insights into adoption of energy-efficient technologies Request Free Sample

    Industrial energy efficiency services represent a significant market segment, with current adoption estimated at approximately 25% of total industrial energy consumption. This figure underscores the potential for substantial savings and environmental benefits.
    The global industrial energy efficiency services market is evolving as businesses prioritize sustainability, cost optimization, and regulatory compliance. Energy audits, real-time monitoring systems, and advanced automation solutions are becoming essential for reducing energy waste and improving operational efficiency. Predictive maintenance, smart sensors, and data analytics platforms enable industries to track energy usage and implement corrective actions, leading to measurable performance gains. Industry data shows that energy optimization services contributed to a 15% reduction in energy costs for major industrial operations, with the market projected to expand by 14% during the forecast period, supported by growing adoption of green manufacturing practices. Digitalization, IoT-enabled monitoring, and cloud-based control systems are further transforming traditional energy management into proactive, AI-driven strategies. These trends create significant opportunities for service providers focusing on performance contracting, system integration, and customized efficiency solutions that address both cost and environmental goals. Looking ahead, market growth is projected to reach 5% annually, driven by increasing awareness of operational cost reduction and sustainability initiatives. Notably, energy efficiency measures such as HVAC maintenance, equipment upgrades, and energy monitor
    
  15. w

    Global Home Energy Monitoring System Market Research Report: By Connectivity...

    • wiseguyreports.com
    Updated Jul 4, 2024
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    wWiseguy Research Consultants Pvt Ltd (2024). Global Home Energy Monitoring System Market Research Report: By Connectivity Type (Wired, Wireless), By Monitoring Parameters (Energy Consumption, Power Consumption, Peak Demand, Voltage, Current), By Application (Residential, Commercial, Industrial), By Energy Source (Electricity, Gas, Water), By Installation Type (Retrofit, New Installation) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2032. [Dataset]. https://www.wiseguyreports.com/reports/home-energy-monitoring-system-market
    Explore at:
    Dataset updated
    Jul 4, 2024
    Dataset authored and provided by
    wWiseguy Research Consultants Pvt Ltd
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Jan 7, 2024
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2024
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 202312.98(USD Billion)
    MARKET SIZE 202415.58(USD Billion)
    MARKET SIZE 203267.19(USD Billion)
    SEGMENTS COVEREDConnectivity Type ,Monitoring Parameters ,Application ,Energy Source ,Installation Type ,Regional
    COUNTRIES COVEREDNorth America, Europe, APAC, South America, MEA
    KEY MARKET DYNAMICSRising energy costs Increasing environmental awareness Government incentives Advancements in technology Growing demand for smart homes
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDEcobee Inc. ,Emerson Electric Co. ,Trilliant Networks, Inc. ,Nest Labs, Inc. (acquired by Google in 2014) ,OPOWER, Inc. ,Eaton Corporation plc ,General Electric Company ,Schneider Electric SE ,Landis+Gyr ,Siemens AG ,Sensus (a Xylem brand) ,Itron Inc. ,ABB Ltd. ,Honeywell International Inc.
    MARKET FORECAST PERIOD2024 - 2032
    KEY MARKET OPPORTUNITIESIncreased focus on energy efficiency Rise of smart home technologies Growing consumer awareness of energy consumption patterns Government incentives for energysaving solutions Integration with renewable energy sources
    COMPOUND ANNUAL GROWTH RATE (CAGR) 20.04% (2024 - 2032)
  16. Global Power Monitoring Market Size By Type (Hardware, Software), By...

    • verifiedmarketresearch.com
    Updated Nov 28, 2024
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    VERIFIED MARKET RESEARCH (2024). Global Power Monitoring Market Size By Type (Hardware, Software), By Application (Manufacturing Industry, Data Center, Utilities & Renewables), By Geographic Scope And Forecast [Dataset]. https://www.verifiedmarketresearch.com/product/power-monitoring-market/
    Explore at:
    Dataset updated
    Nov 28, 2024
    Dataset provided by
    Verified Market Researchhttps://www.verifiedmarketresearch.com/
    Authors
    VERIFIED MARKET RESEARCH
    License

    https://www.verifiedmarketresearch.com/privacy-policy/https://www.verifiedmarketresearch.com/privacy-policy/

    Time period covered
    2024 - 2031
    Area covered
    Global
    Description

    Power Monitoring Market size was valued at USD 3.88 Billion in 2024 and is projected to reach USD 5.9 Billion by 2031, growing at a CAGR of 5.38% from 2024 to 2031.

    Global Power Monitoring Market Drivers

    Increasing Global Energy Consumption: Rising global energy usage is driving the need for more efficient power monitoring systems. The International Energy Agency (IEA) predicts a 50% rise in energy consumption between 2018 and 2050, with the total primary energy supply rising from 606 EJ in 2019 to 911 EJ in 2050. This spike is being driven by growing industrialization, population growth, and an increased reliance on energy-intensive technologies. Efficient power monitoring is critical to managing energy use, reducing waste, and ensuring sustainable energy practices in the face of rising demand.

    Rising Adoption of Smart Grid Technologies: The increasing usage of smart grid technology is propelling the power monitoring industry. As of 2019, 94.8 million smart meters had been placed, accounting for 63% of US power customers, and this figure is predicted to rise to 107 million by 2025. Smart grids provide real-time monitoring, data analysis, and more efficient energy distribution, allowing utilities and consumers to optimize energy consumption and save money. The proliferation of smart meters increases the demand for advanced power monitoring systems, which play a critical role in enhancing grid stability, energy efficiency, and operational control.

    Increasing Focus on Energy Efficiency in Industries: The growing focus on energy saving in enterprises is accelerating the adoption of power monitoring solutions. In 2020, the industrial sector accounted for 32% of total US energy consumption, emphasizing the importance of efficient energy management. According to the International Energy Agency, energy efficiency improvements might account for more than 40% of the emissions reductions needed to satisfy global climate targets. Power monitoring enables enterprises to optimize energy use, minimize operational expenses, and align with sustainability goals, making it critical for improving both economic and environmental performance.

  17. Energy Consumption Data | Middle-east Energy Professionals | Verified Work...

    • datarade.ai
    Updated Oct 27, 2021
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    Success.ai (2021). Energy Consumption Data | Middle-east Energy Professionals | Verified Work Emails & Decision-maker Profiles | Best Price Guarantee [Dataset]. https://datarade.ai/data-products/energy-consumption-data-middle-east-energy-professionals-success-ai
    Explore at:
    .bin, .json, .xml, .csv, .xls, .sql, .txtAvailable download formats
    Dataset updated
    Oct 27, 2021
    Dataset provided by
    Area covered
    Brunei Darussalam, Bhutan, Korea (Democratic People's Republic of), Iran (Islamic Republic of), Myanmar, United Arab Emirates, Kazakhstan, China, Kuwait, Macao
    Description

    Success.ai’s Energy Consumption Data for Middle-east Energy Professionals offers a comprehensive dataset tailored for businesses and organizations seeking to connect with leaders and decision-makers in the energy sector. Covering roles such as energy consultants, project managers, engineers, and executives, this dataset provides verified work emails, phone numbers, and detailed decision-maker profiles.

    With access to over 700 million verified global profiles, Success.ai ensures your outreach, research, and collaboration strategies are powered by accurate, continuously updated, and AI-validated data. Backed by our Best Price Guarantee, this solution empowers you to navigate the dynamic and fast-evolving energy landscape in the Middle-east.

    Why Choose Success.ai’s Energy Consumption Data?

    1. Verified Contact Data for Precision Targeting

      • Access verified work emails, phone numbers, and LinkedIn profiles of energy sector professionals across the Middle-east.
      • AI-driven validation ensures 99% accuracy, improving engagement rates and minimizing errors in outreach.
    2. Comprehensive Coverage Across the Middle-east

      • Includes professionals from key energy-producing countries such as Saudi Arabia, UAE, Qatar, Oman, Kuwait, and Bahrain.
      • Gain insights into regional energy trends, consumption patterns, and emerging technologies.
    3. Continuously Updated Datasets

      • Real-time updates capture changes in roles, organizational structures, and market developments.
      • Stay aligned with industry trends to identify opportunities and remain competitive in the energy sector.
    4. Ethical and Compliant

      • Fully adheres to GDPR, CCPA, and other global privacy regulations, ensuring responsible and lawful data usage.

    Data Highlights:

    • 700M+ Verified Global Profiles: Connect with energy professionals and decision-makers across the Middle-east.
    • Verified Contact Details: Gain work emails, phone numbers, and LinkedIn profiles for precise targeting.
    • Decision-maker Profiles: Access profiles of executives, consultants, and project managers responsible for energy initiatives and consumption strategies.
    • Industry Insights: Understand energy consumption trends, market challenges, and emerging technologies in the Middle-east.

    Key Features of the Dataset:

    1. Comprehensive Energy Professional Profiles

      • Identify and connect with professionals overseeing energy projects, regulatory compliance, and operational efficiency in the energy sector.
      • Target decision-makers involved in renewable energy, oil and gas, and energy infrastructure projects.
    2. Advanced Filters for Precision Campaigns

      • Filter professionals by industry focus (renewables, oil and gas, utilities), geographic location, or job function.
      • Tailor campaigns to align with specific energy needs, such as efficiency improvements, technology adoption, or sustainability goals.
    3. Regional and Sector-specific Insights

      • Leverage data on energy trends, regulatory frameworks, and consumption patterns in the Middle-east.
      • Refine marketing and outreach strategies to align with regional priorities and opportunities.
    4. AI-Driven Enrichment

      • Profiles enriched with actionable data allow for personalized messaging, highlight unique value propositions, and improve engagement outcomes.

    Strategic Use Cases:

    1. Marketing Campaigns and Lead Generation

      • Promote energy solutions, technology innovations, or consultancy services to energy professionals in the Middle-east.
      • Use verified contact data for multi-channel outreach, including email, phone, and social media campaigns.
    2. Partnership Development and Collaboration

      • Build relationships with energy companies, utilities, and regulatory agencies seeking strategic alliances or innovative solutions.
      • Foster collaborations that drive efficiency, sustainability, or renewable energy adoption.
    3. Market Research and Competitive Analysis

      • Analyze energy consumption trends, technological advancements, and regulatory changes across the Middle-east.
      • Benchmark against competitors to identify market gaps and high-demand solutions.
    4. Recruitment and Talent Acquisition

      • Target HR professionals and hiring managers recruiting for roles in energy management, engineering, or project leadership.
      • Provide workforce optimization platforms or training solutions tailored to the energy sector.

    Why Choose Success.ai?

    1. Best Price Guarantee

      • Access premium-quality energy consumption data at competitive prices, ensuring strong ROI for your outreach, marketing, and business development efforts.
    2. Seamless Integration

      • Integrate verified energy data into CRM systems, analytics tools, or marketing platforms via APIs or downloadable formats, streamlining workflows and enhancing productivity.
    3. Data Accuracy with AI Validation

      • Trust in 99%...
  18. Energy Management Systems Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Aug 4, 2025
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    Growth Market Reports (2025). Energy Management Systems Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/energy-management-systems-market-asia-pacific-industry-analysis
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Aug 4, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Energy Management Systems Market Outlook



    According to our latest research, the global Energy Management Systems (EMS) market size reached USD 44.2 billion in 2024, reflecting robust expansion driven by increasing demand for energy efficiency and sustainability across sectors. The market is expected to grow at a CAGR of 13.1% from 2025 to 2033, reaching a projected value of USD 131.8 billion by 2033. This impressive growth is primarily attributed to the rising adoption of digital technologies, stringent government regulations for energy conservation, and the growing integration of renewable energy sources worldwide.




    A significant growth factor for the Energy Management Systems market is the global shift towards sustainable energy consumption and the urgent need to reduce carbon emissions. As governments and regulatory bodies enforce stricter energy efficiency standards, organizations across industries are compelled to implement advanced EMS solutions. These systems facilitate real-time monitoring, control, and optimization of energy consumption, enabling businesses to minimize operational costs and comply with environmental mandates. The proliferation of smart grids and the increasing adoption of IoT-enabled devices further amplify the need for comprehensive EMS solutions, creating a favorable environment for market growth.




    Technological advancements play a pivotal role in driving the EMS market forward. The integration of artificial intelligence, machine learning, and big data analytics into energy management platforms enables predictive analysis, automated decision-making, and enhanced operational efficiency. Cloud-based EMS solutions are gaining traction due to their scalability, flexibility, and ability to provide centralized control over diverse energy assets. Additionally, the increasing deployment of smart meters, sensors, and connected devices allows for granular data collection and analysis, empowering organizations to make informed decisions regarding energy usage and sustainability initiatives.




    Another major growth driver is the rising cost of energy and the need for organizations to optimize their energy expenditures. Industrial, commercial, and residential users are increasingly investing in EMS to gain visibility into their energy consumption patterns and identify opportunities for cost savings. The growing emphasis on corporate social responsibility and the pursuit of green certifications further incentivize the adoption of EMS solutions. Moreover, the ongoing digital transformation across sectors such as manufacturing, healthcare, and retail is creating new avenues for EMS vendors to offer tailored solutions that address specific industry requirements.




    Regionally, Asia Pacific is emerging as the fastest-growing market for Energy Management Systems, owing to rapid industrialization, urbanization, and government initiatives promoting energy efficiency. North America and Europe remain key markets, driven by established infrastructure, early adoption of advanced technologies, and stringent regulatory frameworks. The Middle East & Africa and Latin America are also witnessing increasing investments in smart energy solutions, supported by expanding power infrastructure and growing awareness of energy conservation. Overall, the global EMS market exhibits strong growth prospects, underpinned by technological innovation, regulatory support, and the imperative for sustainable energy management.





    Component Analysis



    The Energy Management Systems market is segmented by component into hardware, software, and services, each playing a crucial role in delivering comprehensive energy solutions. Hardware components, such as smart meters, sensors, controllers, and networking devices, form the backbone of EMS infrastructure, enabling real-time data acquisition and communication across energy assets. The increasing deployment of IoT devices and advanced metering infrastructure has significantly enhanced the capability of hardware components to capture granular energy consumption data, th

  19. w

    Data from: The Potential Impact of Conservation and Alternative Energy...

    • data.wu.ac.at
    Updated Dec 4, 2017
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    (2017). The Potential Impact of Conservation and Alternative Energy Sources on Carbon Dioxide Emissions [Dataset]. https://data.wu.ac.at/schema/geothermaldata_org/ZWZiYWJhNzgtNGI3MS00NmMzLTkyMjktZGJkYjRhNTdjZGMz
    Explore at:
    Dataset updated
    Dec 4, 2017
    Area covered
    bac2195ed2488a689c871e00a8aad46c10da0dab
    Description

    In this report, we examine two global energy consumption scenarios to determine how each will contribute to the greenhouse effect and global warming. A steady emissions trend scenario assumes only modest energy conservation and little change in the world's energy consumption patterns. A reduced emissions trend scenario assumes significant conservation and switching from a more carbon intensive energy source mix to a less intensive mix. Based on the different between the two scenarios results, we conclude that it is possible to reduce carbon dioxide emissions by more than 50% by 2050 using a combination of conservation and efficiently improvements and increase use of nuclear, geothermal, and solar/renewable energy sources.

  20. R

    Residential Power Market Market Research Report 2033

    • researchintelo.com
    csv, pdf, pptx
    Updated Jul 24, 2025
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    Research Intelo (2025). Residential Power Market Market Research Report 2033 [Dataset]. https://researchintelo.com/report/residential-power-market-market
    Explore at:
    pptx, csv, pdfAvailable download formats
    Dataset updated
    Jul 24, 2025
    Dataset authored and provided by
    Research Intelo
    License

    https://researchintelo.com/privacy-and-policyhttps://researchintelo.com/privacy-and-policy

    Time period covered
    2024 - 2033
    Area covered
    Global
    Description

    Residential Power Market Outlook



    According to our latest research, the global residential power market size reached USD 1,170 billion in 2024, reflecting a steady pace of growth driven by increased electrification and the integration of renewable energy sources. The market is poised to expand at a CAGR of 5.2% from 2025 to 2033, reaching an estimated USD 1,820 billion by 2033. This robust growth trajectory is primarily fueled by rising energy demands, technological advancements in smart grid infrastructure, and a global shift toward sustainable energy consumption in the residential sector.



    A primary growth factor for the residential power market is the accelerating adoption of renewable energy sources such as solar and wind within residential communities. Governments across the globe are implementing favorable policies, subsidies, and incentives to encourage homeowners to transition from traditional fossil fuels to cleaner alternatives. These initiatives are not only helping to reduce greenhouse gas emissions but also lowering energy costs for consumers. The increasing affordability and efficiency of solar panels, coupled with advancements in home energy storage solutions, further incentivize residential users to invest in distributed generation. As a result, the integration of renewable energy into the residential power mix is expected to remain a significant driver of market expansion throughout the forecast period.



    Another key factor propelling the residential power market forward is the rapid digitalization and deployment of smart technologies. The proliferation of smart meters, home energy management systems (HEMS), and IoT-enabled appliances is revolutionizing how energy is consumed and managed at the household level. These technologies provide real-time insights into energy usage, enable demand response, and facilitate dynamic pricing, empowering consumers to optimize their consumption patterns and reduce wastage. Additionally, the rise of distributed generation, particularly rooftop solar installations, is transforming consumers into "prosumers," who not only consume but also produce and sell electricity back to the grid. This paradigm shift is fostering greater energy independence and resilience, further fueling market growth.



    Urbanization and the rising standard of living in emerging economies are also contributing to the upward trajectory of the residential power market. As urban populations swell, there is a corresponding increase in the construction of residential buildings and demand for reliable power supply. Consumers are increasingly seeking efficient solutions for heating, cooling, lighting, and appliance operation, driving up electricity consumption. In parallel, awareness about energy conservation and sustainability is prompting investments in energy-efficient technologies. These trends are particularly pronounced in rapidly developing regions such as Asia Pacific and Latin America, where infrastructure modernization and electrification initiatives are underway at scale.



    From a regional perspective, Asia Pacific is emerging as the fastest-growing market, underpinned by rapid urbanization, population growth, and aggressive government policies aimed at expanding access to electricity. North America and Europe, while more mature markets, are witnessing substantial investments in grid modernization, renewable energy integration, and smart home technologies. Meanwhile, Latin America and the Middle East & Africa are experiencing steady growth, driven by electrification programs and increasing deployment of distributed energy resources. The interplay of these regional dynamics is shaping the global residential power market, creating a diverse landscape of opportunities and challenges.



    Energy Source Analysis



    The residential power market is segmented by energy source into electricity, natural gas, solar, wind, hydroelectric, and others. Electricity remains the dominant energy source in the residential sector, accounting for the largest share of the market in 2024. The widespread availability of electrical infrastructure, coupled with the increasing electrification of appliances and heating/cooling systems, continues to drive demand for electricity. In developed regions, grid reliability and the integration of renewable sources into the grid are further enhancing the appeal of electricity as a primary energy source. Additionally, the trend toward electric vehicles and smart home technologies is expected to sustain demand for resi

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Statista (2025). Global electricity consumption 2024, by country [Dataset]. https://www.statista.com/statistics/267081/electricity-consumption-in-selected-countries-worldwide/
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Global electricity consumption 2024, by country

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14 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Jul 9, 2025
Dataset authored and provided by
Statistahttp://statista.com/
Time period covered
2024
Area covered
Worldwide
Description

China consumes by far the most electricity of any country in the world, with almost 9,000 terawatt-hours equivalent consumed in 2024. The United States ranked as the second-leading electricity consumer that year, with over 4,000 terawatt-hours consumed. India followed, but by a wide margin. Production and consumption disparities China not only leads countries in electricity generation worldwide, it also dominates production, generating over 10 petawatt-hours annually. The United States follows with 4.6 petawatt-hours, significantly more than its consumption of 4,065 terawatt-hours. This disparity underscores the complex relationship between production and consumption, influenced by factors such as energy efficiency, export capabilities, and domestic demand. The global expansion of electricity networks, particularly in Central and Southern Asia, is driving increased production to meet growing access and demand. Shifting energy landscapes The United States, as the second-largest consumer, is experiencing a significant shift in its energy mix. Coal-based electricity has declined by nearly 65 percent since 2010, giving way to natural gas and renewable sources. This transition is evident in recent capacity additions, with renewable energy sources accounting for over 90 percent of new electricity capacity in 2024. The surge in renewable generation, particularly wind power, is reshaping the U.S. energy landscape and influencing consumption patterns. As renewable energy consumption is projected to more than double by 2050, the electricity market is adapting to these changing dynamics.

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