Smart Grid Analytics Market

Smart Grid Analytics Market Size, Share, Growth Analysis, by Offering (Meter analytics, Reliability Analytics, Services), Application (AMI, Load Forecasting, Demand Response, Grid Optimization), Analytics Type and Region - Global Industry Forecast to 2029

Report Code: TC 3030 Jun, 2024, by marketsandmarkets.com

[323 Pages Report] The smart grid analytics market is witnessing a rapid growth trajectory, with estimates projecting a substantial market value surge from approximately USD 7.9 billion in 2024 to USD 14.3 billion by 2029. This phenomenal upward trend, characterized by a remarkable CAGR of 12.4% between 2024–2029, is driven by enhanced adoption of smart grid metering solutions, growing need to upgrade aging power grid systems, and increasing drive towards energy-efficient and sustainable technologies. Governments worldwide are actively supporting the deployment of smart grid technologies through various initiatives and policies.  Additionally, collaborations between governments, utilities, and technology providers are fostering innovation in smart grid analytics, ensuring continuous improvements in grid performance and resilience.

Smart Grid Analytics Market

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Smart Grid Analytics Market Opportunities

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Market Dynamics

Driver: Growing demand for energy efficiency and sustainability

Growing demand for energy efficiency and sustainability is driving the smart grid analytics market as utilities and consumers alike seek to optimize energy usage and reduce environmental impact. Smart grid analytics enable real-time monitoring and management of energy consumption, leading to more efficient operations and reduced wastage. They also support the integration of renewable energy sources, enhancing grid stability and promoting sustainable practices. Regulatory pressures and incentives for reducing carbon footprints further compel utilities to adopt these advanced analytics solutions. Consequently, the push for more sustainable energy practices aligns with the capabilities of smart grid analytics, fostering their widespread adoption and market growth.

Restraint: High initial investment and implementation costs

High initial investment and implementation costs in the smart grid analytics market stem from the need for advanced hardware, software, and skilled personnel to deploy and maintain these systems. Utilities must invest in upgrading existing infrastructure, integrating new technologies, and training staff, which can be financially burdensome, especially for smaller entities. Moreover, the complexity of integrating various data sources and ensuring interoperability between different systems adds to the costs. These financial and technical barriers can delay or limit the adoption of smart grid analytics, particularly in regions or organizations with constrained budgets or less access to capital, hindering widespread implementation.

Opportunity: Boost to the growing smart city initiatives

Smart grid analytics significantly enhance the growth of smart city initiatives by optimizing energy distribution, improving grid reliability, and facilitating the integration of renewable energy sources. These analytics enable real-time monitoring and predictive maintenance of grid infrastructure, reducing downtime and operational costs. By providing detailed insights into energy consumption patterns, they help cities implement more efficient energy management practices, support the development of electric vehicle infrastructure, and enhance overall sustainability. Furthermore, smart grid analytics enable better demand response strategies, enhancing the ability of cities to balance energy supply and demand dynamically, thereby supporting the broader goals of smart city development and environmental sustainability.

Challenge: Data management complexity associated with smart grids

Data management complexity in smart grids arises from the vast amount of data generated by diverse sources such as smart meters, sensors, and distributed energy resources. This data is heterogeneous, coming in various formats and requiring integration and real-time processing to be useful. Ensuring data accuracy, consistency, and security is challenging, especially with the need for interoperability across different systems and platforms. Additionally, advanced analytics require robust data storage and management solutions to handle the volume and velocity of data, necessitating significant investment in infrastructure and expertise.

Smart grid analytics Market Ecosystem

Top Companies in Smart Grid Analytics Market

By software type, operational analytics segment to account for the largest market share in 2024

Operational analytics software will command the largest market share in the smart grid analytics market due to its critical role in enhancing grid performance and efficiency. This software enables real-time monitoring, data analysis, and optimization of grid operations, helping utilities to quickly identify and resolve issues, reduce outages, and improve energy distribution. The growing complexity of modern grids, driven by the integration of renewable energy sources and distributed energy resources, necessitates robust operational analytics to ensure reliability and resilience, making it indispensable for utilities aiming to maintain high service standards and regulatory compliance.

By deployment mode, cloud deployment mode is slated to register the highest growth rate during the forecast period.

The cloud deployment mode of the smart grid analytics market is set for the fastest growth due to its scalability, cost-effectiveness, and ease of implementation. Cloud solutions enable utilities to quickly deploy advanced analytics without the need for significant upfront investments in hardware. They offer flexible, on-demand access to powerful computing resources and data storage, facilitating real-time analytics and remote monitoring. Additionally, cloud-based platforms are continuously updated with the latest features and security measures, allowing utilities to stay ahead of technological advancements and regulatory requirements efficiently.

By organization size, large enterprises segment will hold the largest market share in 2024.

The large enterprises segment will dominate the smart grid analytics market due to their substantial financial resources, extensive infrastructure, and ability to invest in advanced technologies. These enterprises require robust analytics solutions to manage complex, large-scale grid operations efficiently. Their need for enhanced grid reliability, regulatory compliance, and improved operational efficiency drives significant investments in smart grid analytics. Additionally, large enterprises often lead in adopting cutting-edge technologies, further cementing their dominant market share as they implement comprehensive, integrated analytics solutions to optimize their grid systems.

By region, Asia Pacific is set to experience the fastest growth rate during the forecast period.

The Asia Pacific region is projected to experience the fastest growth in the smart grid analytics market due to several key factors. Rapid urbanization and industrialization across countries like China, India, Japan, and South Korea are driving substantial increases in energy demand. Governments in the region are investing heavily in smart grid technologies to modernize aging infrastructure, improve energy efficiency, and integrate renewable energy sources. Additionally, supportive regulatory frameworks and initiatives aimed at reducing carbon emissions are encouraging the adoption of advanced grid analytics. The region's focus on technological innovation and the growing number of smart city projects further contribute to the accelerated adoption of smart grid analytics solutions.

North American Smart Grid Analytics Market Size, and Share

Key Market Players

The smart grid analytics solution and service providers have implemented several types of organic and inorganic growth strategies, such as new product launches, product upgrades, partnerships, and agreements, business expansions, and mergers and acquisitions to strengthen their offerings in the market. Some major players in the smart grid analytics market include Siemens (Germany), Oracle (US), GE Vernova (US), Schneider Electric (US), Landis+Gyr (Switzerland), along with SMEs and startups such as Autogrid Systems (US), eSmart Systems (Norway), Innwatts (US), Amperon (US), and Kevala (US).

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Scope of the Report

Report Metrics

Details

Market size available for years

2019–2029

Base year considered

2023

Forecast period

2024–2029

Forecast units

USD (Billion)

Segments Covered

Offering, Organization Size, Application, Anlytics Type, and Region

Geographies covered

North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

List of Companies covered

Siemens (Germany), IBM (US), Oracle (US), Schneider Electric (France), GE Vernova (US), Landis+Gyr (Switzerland), Capgemini (France), Infosys (India), SAP (Germany), Honeywell (US), Accenture (Ireland), SAS Institute (US), Itron (US), Autogrid Systems (US), Hive Power (Switzerland), eSmart Systems (Norway), SteamaCo (UK), Grid4C (US), Globema (Poland), SparkMeter (US), Innwatts (US), Amperon (US), Kevala (US), GridPoint (US), Safegrid (Finland), Sentient Energy (US).

This research report categorizes the smart grid analytics market based on offering, organization size, application, analytics type, and region:

By Offering:
  • Software
    • Software, By Type
      • Meter Analytics
      • Operational Analytics
      • Reliability Analytics
    • Software, By Deployment Mode
      • Cloud
      • On-Premises
  • Services
    • Professional Services
      • Training & Consulting Services
      • System Integration & Deployment Services
      • Support & Maintenance Services
    • Managed Services
By Organization Size
  • Small and Medium Businesses (SMBs)
  • Large Enterprises
By Application
  • AMI Analytics
  • Load Forecasting and Demand Response
  • Grid Optimization, Monitoring, and Management
  • Distributed Energy Resources Management Systems (DERMS)
  • Predictive Maintenance
  • Energy Theft Detection and Cybersecurity
  • Voltage, Frequency, and Stability Management
  • Customer Engagement and Analytics
  • Visual Analytics
  • Outage Management and Fault Detection
  • Other Applications
By Vertical
By Region
  • North America
    • United States
    • Canada
  • Europe
    • UK
    • Germany
    • France
    • Italy
    • Spain
    • Rest of Europe
  • Asia Pacific
    • China
    • India
    • Japan
    • South Korea
    • Australia and New Zealand (ANZ)
    • Rest of Asia Pacific
  • Middle East and Africa
    • Saudi Arabia
    • UAE
    • South Africa
    • Rest of Middle East and Africa
  • Latin America
    • Brazil
    • Mexico
    • Rest of Latin America

Recent Developments:

  • In May 2024, GE Vernova launched Autonomous Inspection, a cloud-based computer vision software solution designed to automate the manual inspection and monitoring of industrial assets by utilizing image capture devices and artificial intelligence/machine learning (AI/ML) algorithms.
  • In May 2024, Energinet signed an official partnership with Siemens Energy on a comprehensive expansion of the power grid in Western Denmark. By 2029, Denmark must quadruple its electricity generation from wind and solar power and use modern analytics and integrated technologies, with more to come in the following decades.
  • In May 2024, Honeywell partnered with Enel North America to enhance building automation and demand response solutions for commercial and industrial organizations by using automation to control and regulate energy loads to help stabilize the power grid.
  • In March 2024, Itron, Inc. expanded its Grid Edge Intelligence portfolio through the acquisition of Elpis Squared, an innovative provider of software and services for utility grid operations, effective immediately. The acquisition of Elpis Squared allows Itron to embed real-time, high-resolution grid edge data into the grid planning, operations, and engineering process – an industry first.
  • In February 2024, SPAN and Landis+Gyr formed a strategic partnership to cost-effectively advance electrification, create grid flexibility, and build resilience. The partnership brings together two energy industry leaders to help utilities improve utilization of existing assets, unlock Distributed Energy Resource (DER) flexibility management, and enhance customer engagement.
  • In February 2024, Itron, Inc. and Schneider Electric collaborated to improve energy and grid management for utilities as homeowners and businesses increasingly adopt distributed energy resources (DER)—like rooftop solar, battery energy storage, electric vehicles and microgrids—at the grid edge.

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TABLE OF CONTENTS
 
1 INTRODUCTION (Page No. - 44)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
           1.2.1 INCLUSIONS AND EXCLUSIONS
                    TABLE 1 INCLUSIONS AND EXCLUSIONS
    1.3 MARKET SCOPE 
           1.3.1 MARKET SEGMENTATION
                    FIGURE 1 SMART GRID ANALYTICS MARKET SEGMENTATION
           1.3.2 REGIONS COVERED
                    FIGURE 2 MARKET SEGMENTATION
           1.3.3 YEARS CONSIDERED
                    FIGURE 3 STUDY YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 2 USD EXCHANGE RATES, 2019–2023
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
           1.6.1 IMPACT OF RECESSION
 
2 RESEARCH METHODOLOGY (Page No. - 51)
    2.1 RESEARCH DATA 
           FIGURE 4 SMART GRID ANALYTICS MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                    TABLE 3 PRIMARY INTERVIEWS
                    2.1.2.1 Breakup of primary profiles
                               FIGURE 5 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
                    2.1.2.2 Key industry insights
                               FIGURE 6 KEY INSIGHTS FROM INDUSTRY EXPERTS
    2.2 MARKET SIZE ESTIMATION 
           FIGURE 7 MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
           2.2.1 TOP-DOWN APPROACH
           2.2.2 BOTTOM-UP APPROACH
                    FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM SOLUTIONS/ SERVICES OF  MARKET
                    FIGURE 9 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF SMART GRID ANALYTICS MARKET
                    FIGURE 10 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): STEP-WISE METHODOLOGY WITH RESPECTIVE SOURCES
                    FIGURE 11 APPROACH 2 (BOTTOM-UP; DEMAND-SIDE): SHARE OF  THROUGH OVERALL IT SPENDING OF END USERS
    2.3 DATA TRIANGULATION 
           FIGURE 12 DATA TRIANGULATION
    2.4 MARKET FORECAST 
           TABLE 4 FACTOR ANALYSIS
    2.5 RESEARCH ASSUMPTIONS 
           TABLE 5 ASSUMPTIONS
    2.6 STUDY LIMITATIONS 
           FIGURE 13 STUDY LIMITATIONS
    2.7 IMPLICATIONS OF RECESSION ON MARKET 
           TABLE 6 IMPACT OF RECESSION ON GLOBAL MARKET
 
3 EXECUTIVE SUMMARY (Page No. - 66)
    TABLE 7 GLOBAL SMART GRID ANALYTICS MARKET SIZE AND GROWTH RATE, 2020–2023 (USD MILLION, Y-O-Y) 
    TABLE 8 GLOBAL MARKET SIZE AND GROWTH RATE, 2024–2029 (USD MILLION, Y-O-Y) 
    FIGURE 14 SMART GRID ANALYTICS SOFTWARE TO ACCOUNT FOR LARGER MARKET THAN SERVICES IN 2024 
    FIGURE 15 OPERATIONAL ANALYTICS TO BE LARGEST MARKET AMONG SOFTWARE TYPES IN 2024 
    FIGURE 16 CLOUD TO BECOME LEADING SOFTWARE DEPLOYMENT MODE IN 2024 
    FIGURE 17 PROFESSIONAL SERVICES TO REGISTER LARGER MARKET SHARE THAN MANAGED SERVICES IN 2024 
    FIGURE 18 TRAINING & CONSULTING SERVICES TO BE LARGEST PROFESSIONAL SERVICES SEGMENT IN 2024 
    FIGURE 19 LARGE ENTERPRISES TO ACCOUNT FOR MAJORITY MARKET SHARE IN 2024 
    FIGURE 20 PREDICTIVE ANALYTICS TO BE LEADING SEGMENT IN 2024 
    FIGURE 21 DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS TO EMERGE AS FASTEST-GROWING APPLICATION DURING FORECAST PERIOD 
    FIGURE 22 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2029 
 
4 PREMIUM INSIGHTS (Page No. - 73)
    4.1 ATTRACTIVE OPPORTUNITIES IN  MARKET 
           FIGURE 23 RISE IN DEMAND FOR ENERGY EFFICIENCY & SUSTAINABILITY AND NUMBER OF AGING GRID INFRASTRUCTURES TO DRIVE MARKET GROWTH
    4.2 SMART GRID ANALYTICS MARKET: TOP THREE APPLICATIONS 
           FIGURE 24 DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING THE FORECAST PERIOD
    4.3 NORTH AMERICA: MARKET, BY SOFTWARE TYPE AND APPLICATION 
           FIGURE 25 OPERATIONAL ANALYTICS AND GRID OPTIMIZATION, MONITORING, AND MANAGEMENT TO BE LARGEST SEGMENTS IN NORTH AMERICAN MARKET IN 2024
    4.4 MARKET, BY REGION 
           FIGURE 26 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
 
5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 76)
    5.1 INTRODUCTION 
    5.2 MARKET DYNAMICS 
           FIGURE 27 MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
           5.2.1 DRIVERS
                    5.2.1.1 Increase in adoption of smart meters to monitor energy consumption
                               FIGURE 28 GLOBAL SMART METER (ELECTRICITY, GAS, & WATER) ADOPTION, 2014–2020 (MILLION)
                    5.2.1.2 Rise in number of aging grid infrastructure
                               FIGURE 29 GLOBAL INVESTMENTS IN SMART GRIDS, 2023 (USD BILLION)
                    5.2.1.3 Growth in demand for energy efficiency and sustainability
           5.2.2 RESTRAINTS
                    5.2.2.1 Shortage of skilled professionals
                    5.2.2.2 Interoperability constraints
                    5.2.2.3 High initial investment and implementation costs
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Growth in smart city initiatives
                    5.2.3.2 Improved renewable energy integration
                    5.2.3.3 Enhanced demand response management (DRM)
           5.2.4 CHALLENGES
                    5.2.4.1 Data management complexity associated with smart grids
                    5.2.4.2 Cybersecurity threats
                               FIGURE 30 ESTIMATED ANNUAL COST OF CYBERCRIME, 2018–2023 (USD TRILLION)
                    5.2.4.3 Lack of standardization in smart grid analytics landscape
    5.3 SMART GRID COMMUNICATION NETWORK LEVELS 
           FIGURE 31 COMMUNICATION NETWORKS OF SMART GRID
           5.3.1 WIDE AREA NETWORK (WAN)
           5.3.2 FIELD AREA NETWORK (FAN)
           5.3.3 HOME AREA NETWORK (HAN)
    5.4 SUPPLY CHAIN ANALYSIS 
           FIGURE 32 MARKET: SUPPLY CHAIN ANALYSIS
           TABLE 9 SMART GRID ANALYTICS MARKET: SUPPLY CHAIN ANALYSIS
    5.5 ECOSYSTEM ANALYSIS 
           TABLE 10 MARKET: ECOSYSTEM
           FIGURE 33 KEY PLAYERS IN MARKET ECOSYSTEM
           5.5.1 SMART GRID ANALYTICS SOFTWARE PROVIDERS
           5.5.2 SMART GRID ANALYTICS SERVICE PROVIDERS
           5.5.3 CYBERSECURITY SERVICE PROVIDERS
           5.5.4 SYSTEM INTEGRATORS
           5.5.5 END USERS
           5.5.6 GOVERNMENT & REGULATORY BODIES
    5.6 CASE STUDY ANALYSIS 
           5.6.1 TAMPA ELECTRIC USED ITRON’S EXPERTISE TO EXPLORE VALUE OF DISTRIBUTED INTELLIGENCE
           5.6.2 GEXA ENERGY PARTNERED WITH AUTOGRID TO OFFER NEW DEMAND RESPONSE PROGRAMS IN ERCOT
           5.6.3 AEM EDUCATED AND EMPOWERED CONSUMERS BY MAKING THEM ACTIVELY RESPONSIBLE FOR THEIR OWN ENERGY SAVINGS
           5.6.4 DATA ANALYTICS BY SIEMENS LED TO BETTER GRID LOAD PREDICTION FOR KONSTANT (NRGI)
           5.6.5 ORACLE UTILITIES NMS PROVIDED WITH MORE HOLISTIC VIEW OF NETWORK FOR BETTER DECISION-MAKING
    5.7 TECHNOLOGY ANALYSIS 
           5.7.1 KEY TECHNOLOGIES
                    5.7.1.1 Advanced Metering Infrastructure (AMI)
                    5.7.1.2 Supervisory Control and Data Acquisition (SCADA) Systems
                    5.7.1.3 Distributed Energy Resource Management Systems (DERMS)
                    5.7.1.4 Big Data Analytics
                    5.7.1.5 Grid Cybersecurity
           5.7.2 COMPLEMENTARY TECHNOLOGIES
                    5.7.2.1 Internet of Things (IoT)
                    5.7.2.2 Blockchain
                    5.7.2.3 Geographical Information Systems (GIS)
                    5.7.2.4 Edge Computing
           5.7.3 ADJACENT TECHNOLOGIES
                    5.7.3.1 Advanced Demand Forecasting
                    5.7.3.2 Non-intrusive Load Monitoring (NILM)
                    5.7.3.3 Vehicle-to-Grid (V2G)
                    5.7.3.4 Energy Storage Systems
    5.8 REGULATORY LANDSCAPE 
           5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           5.8.2 REGULATIONS: SMART GRID ANALYTICS
                    5.8.2.1 North America
                               5.8.2.1.1 US: Energy Independence and Security Act (EISA) of 2007
                               5.8.2.1.2 American Recovery and Reinvestment Act (ARRA) of 2009
                               5.8.2.1.3 Canada: Green Energy Act (GEA) of 2009
                    5.8.2.2 Europe
                               5.8.2.2.1 Clean Energy for All Europeans Package
                               5.8.2.2.2 The Renewable Energy Directive (RED II)
                               5.8.2.2.3 EU Energy Efficiency Directive 2012
                    5.8.2.3 Asia Pacific
                               5.8.2.3.1 India: National Smart Grid Mission (NSGM)
                               5.8.2.3.2 Japan: Energy Conservation Law (Amendments in 2019)
                    5.8.2.4 Middle East & Africa
                               5.8.2.4.1 Saudi Arabia: National Renewable Energy Program (NREP)
                               5.8.2.4.2 South Africa: Integrated Resource Plan (IRP) 2019
                               5.8.2.4.3 Egypt: Electricity Law No. 87 of 2015
                    5.8.2.5 Latin America
                               5.8.2.5.1 Mexico: Energy Transition Law (Ley de Transición Energética) of 2015
                               5.8.2.5.2 Chile: Law 20.571 on Net Billing for Distributed Generation (2012)
    5.9 PATENT ANALYSIS 
           5.9.1 METHODOLOGY
           5.9.2 PATENTS FILED, BY DOCUMENT TYPE
                    TABLE 16 PATENTS FILED, 2013–2023
           5.9.3 INNOVATION AND PATENT APPLICATIONS
                    FIGURE 34 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023
                    5.9.3.1 Top 10 applicants in smart grid analytics market
                               FIGURE 35 TOP 10 APPLICANTS IN MARKET, 2013–2023
                               TABLE 17 TOP 20 PATENT OWNERS IN MARKET, 2013–2023
                               TABLE 18 LIST OF FEW PATENTS IN MARKET, 2022–2023
                               FIGURE 36 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
    5.10 PORTER’S FIVE FORCES ANALYSIS 
           TABLE 19 IMPACT OF PORTER’S FIVE FORCES ON MARKET
           FIGURE 37 MARKET: PORTER’S FIVE FORCES ANALYSIS
           5.10.1 THREAT OF NEW ENTRANTS
           5.10.2 THREAT OF SUBSTITUTES
           5.10.3 BARGAINING POWER OF SUPPLIERS
           5.10.4 BARGAINING POWER OF BUYERS
           5.10.5 INTENSITY OF COMPETITION RIVALRY
 
6 SMART GRID ANALYTICS INDUSTRY, BY OFFERING (Page No. - 112)
    6.1 INTRODUCTION 
           6.1.1 OFFERING: SMART GRID ANALYTICS MARKET DRIVERS
                    FIGURE 38 SMART GRID ANALYTICS SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 20 MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                    TABLE 21 MARKET, BY OFFERING, 2024–2029 (USD MILLION)
    6.2 SOFTWARE 
           TABLE 22 SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
           TABLE 23 SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
           6.2.1 SOFTWARE MARKET, BY TYPE
                    FIGURE 39 OPERATIONAL ANALYTICS TO BE SUBSEGMENT SHARE OF MARKET FOR SOFTWARE TYPE
                    TABLE 24 SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                    TABLE 25 SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                    6.2.1.1 Meter Analytics
                               6.2.1.1.1 Analyzing energy consumption data to provide utility companies with deep insights into consumer behavior and usage patterns
                               TABLE 26 METER ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 27 METER ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.2.1.2 Operational Analytics
                               6.2.1.2.1 Utilities’ need to monitor grid performance and identify inefficiencies in smart grid
                               TABLE 28 OPERATIONAL ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 29 OPERATIONAL ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.2.1.3 Reliability Analytics
                               6.2.1.3.1 Increase in complexity of modern grids and need to integrate diverse energy sources
                               TABLE 30 RELIABILITY ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 31 RELIABILITY ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
           6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE
                    FIGURE 40 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 32 SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                    TABLE 33 SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                    6.2.2.1 Cloud
                               6.2.2.1.1 Enabling faster deployment of smart grid solutions and integration of advanced AI technologies
                               TABLE 34 CLOUD-BASED SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 35 CLOUD-BASED SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.2.2.2 On-premises
                               6.2.2.2.1 Options to tailor smart grid analytics solutions and integrate them seamlessly with existing systems
                               TABLE 36 ON-PREMISE SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 37 ON-PREMISE SMART GRID ANALYTICS SOFTWARE MARKET, BY REGION, 2024–2029 (USD MILLION)
    6.3 SERVICES 
           FIGURE 41 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR IN SMART GRID ANALYTICS MARKET FOR SERVICES DURING FORECAST PERIOD
           TABLE 38 MARKET, BY SERVICE, 2019–2023 (USD MILLION)
           TABLE 39 MARKET, BY SERVICE, 2024–2029 (USD MILLION)
           TABLE 40 SMART GRID ANALYTICS SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
           TABLE 41 SMART GRID ANALYTICS SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
           6.3.1 PROFESSIONAL SERVICES
                    6.3.1.1 Requirement assessment and customized implementation and assistance with deployment of smart grid analytics solutions
                               FIGURE 42 SYSTEM INTEGRATION & DEPLOYMENT SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
                               TABLE 42 SMART GRID ANALYTICS SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)
                               TABLE 43 SMART GRID ANALYTICS SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024–2029 (USD MILLION)
                               TABLE 44 SMART GRID ANALYTICS PROFESSIONAL SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 45 SMART GRID ANALYTICS PROFESSIONAL SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.3.1.2 Training & consulting services
                               TABLE 46 SMART GRID ANALYTICS TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 47 SMART GRID ANALYTICS TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.3.1.3 System integration & deployment services
                               TABLE 48 SMART GRID ANALYTICS SYSTEM INTEGRATION & DEPLOYMENT SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 49 SMART GRID ANALYTICS SYSTEM INTEGRATION & DEPLOYMENT SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
                    6.3.1.4 Support & maintenance services
                               TABLE 50 SMART GRID ANALYTICS SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 51 SMART GRID ANALYTICS SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
           6.3.2 MANAGED SERVICES
                    6.3.2.1 End-to-end management for smart grid analytics to help businesses focus on core competencies
                               TABLE 52 SMART GRID ANALYTICS MANAGED SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION)
                               TABLE 53 SMART GRID ANALYTICS MANAGED SERVICES MARKET, BY REGION, 2024–2029 (USD MILLION)
 
7 SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE (Page No. - 132)
    7.1 INTRODUCTION 
           7.1.1 ORGANIZATION SIZE: MARKET DRIVERS
                    FIGURE 43 SMALL & MEDIUM BUSINESSES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 54 MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                    TABLE 55 MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
    7.2 SMALL & MEDIUM BUSINESSES 
           7.2.1 GROWING ADOPTION OF CLOUD-BASED SMART GRID ANALYTICS PLATFORMS AMONG SMBS
                    TABLE 56 MARKET FOR SMALL & MEDIUM BUSINESSES, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 57 MARKET FOR SMALL & MEDIUM BUSINESSES, BY REGION, 2024–2029 (USD MILLION)
    7.3 LARGE ENTERPRISES 
           7.3.1 ADVANCED DATA ANALYTICS AND AI TO ANALYZE VAST AMOUNTS OF DATA GENERATED BY SMART GRIDS
                    TABLE 58 MARKET FOR LARGE ENTERPRISES, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 59 SMART GRID ANALYTICS MARKET FOR LARGE ENTERPRISES, BY REGION, 2024–2029 (USD MILLION)
 
8 SMART GRID ANALYTICS INDUSTRY, BY APPLICATION (Page No. - 138)
    8.1 INTRODUCTION 
           8.1.1 APPLICATION: MARKET DRIVERS
                    FIGURE 44 DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 60 MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                    TABLE 61 MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
    8.2 AMI ANALYTICS 
           8.2.1 ENHANCING CUSTOMER ENGAGEMENT AND SATISFACTION BY UTILIZING ANALYTICS FOR SMART METERS
                    TABLE 62 MARKET IN AMI ANALYTICS, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 63 MARKET IN AMI ANALYTICS, BY REGION, 2024–2029 (USD MILLION)
    8.3 LOAD FORECASTING & DEMAND RESPONSE 
           8.3.1 ANTICIPATION OF DEMAND FLUCTUATIONS TO PREVENT GRID OVERLOADS AND REDUCE LIKELIHOOD OF BLACKOUTS
                    TABLE 64 MARKET IN LOAD FORECASTING & DEMAND RESPONSE, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 65 MARKET IN LOAD FORECASTING & DEMAND RESPONSE, BY REGION, 2024–2029 (USD MILLION)
    8.4 GRID OPTIMIZATION, MONITORING, AND MANAGEMENT 
           8.4.1 HELPING UTILITIES MAINTAIN HIGH SERVICE RELIABILITY WHILE OPTIMIZING OPERATIONAL COSTS AND SUPPORTING ENVIRONMENTAL GOALS
                    TABLE 66 MARKET IN GRID OPTIMIZATION, MONITORING, AND MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 67 MARKET IN GRID OPTIMIZATION, MONITORING, AND MANAGEMENT, BY REGION, 2024–2029 (USD MILLION)
    8.5 DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS 
           8.5.1 ENABLING UTILITIES AND GRID OPERATORS TO MONITOR, CONTROL, AND OPTIMIZE PERFORMANCE OF THESE ENERGY SOURCES
                    TABLE 68 MARKET IN DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 69 SMART GRID ANALYTICS MARKET IN DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS, BY REGION, 2024–2029 (USD MILLION)
    8.6 PREDICTIVE MAINTENANCE 
           8.6.1 COST OPTIMIZATION BY REDUCING NEED FOR EMERGENCY REPAIRS AND OPTIMIZING RESOURCE ALLOCATION
                    TABLE 70 MARKET IN PREDICTIVE MAINTENANCE, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 71 MARKET IN PREDICTIVE MAINTENANCE, BY REGION, 2024–2029 (USD MILLION)
    8.7 ENERGY THEFT DETECTION & CYBERSECURITY 
           8.7.1 SWIFT RESPONSE TO THREATS, MITIGATION OF RISKS, AND IMPLEMENTATION OF ROBUST SECURITY MEASURES BY LEVERAGING ADVANCED ANALYTICS
                    TABLE 72 MARKET IN ENERGY THEFT DETECTION & CYBERSECURITY, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 73 MARKET IN ENERGY THEFT DETECTION & CYBERSECURITY, BY REGION, 2024–2029 (USD MILLION)
    8.8 VOLTAGE, FREQUENCY, AND STABILITY MANAGEMENT 
           8.8.1 MAINTAINING RELIABILITY AND EFFICIENCY OF ELECTRICAL GRID BY EMPLOYING SMART GRID ANALYTICS
                    TABLE 74  MARKET IN VOLTAGE, FREQUENCY, AND STABILITY MANAGEMENT, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 75  MARKET IN VOLTAGE, FREQUENCY, AND STABILITY MANAGEMENT, BY REGION, 2024–2029 (USD MILLION)
    8.9 CUSTOMER ENGAGEMENT & ANALYTICS 
           8.9.1 LEVERAGING ADVANCED DATA ANALYTICS TO GAIN INSIGHTS INTO CUSTOMER BEHAVIOR, PREFERENCES, AND ENERGY CONSUMPTION PATTERNS
                    TABLE 76  MARKET IN CUSTOMER ENGAGEMENT & ANALYTICS, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 77  MARKET IN CUSTOMER ENGAGEMENT & ANALYTICS, BY REGION, 2024–2029 (USD MILLION)
    8.10 VISUAL ANALYTICS 
           8.10.1 NEED TO IDENTIFY PATTERNS, TRENDS, AND ANOMALIES IN ENERGY CONSUMPTION
                    TABLE 78  MARKET IN VISUAL ANALYTICS, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 79 SMART GRID ANALYTICS MARKET IN VISUAL ANALYTICS, BY REGION, 2024–2029 (USD MILLION)
    8.11 OUTAGE MANAGEMENT & FAULT DETECTION 
           8.11.1 ABILITY TO QUICKLY DETECT ANOMALIES, PINPOINT LOCATION OF FAULTS, AND PREDICT POTENTIAL FAILURES
                    TABLE 80  MARKET IN OUTAGE MANAGEMENT & FAULT DETECTION, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 81  MARKET IN OUTAGE MANAGEMENT & FAULT DETECTION, BY REGION, 2024–2029 (USD MILLION)
    8.12 OTHER APPLICATIONS 
                    TABLE 82  MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 83  MARKET IN OTHER APPLICATIONS, BY REGION, 2024–2029 (USD MILLION)
 
9 SMART GRID ANALYTICS INDUSTRY, BY ANALYTICS TYPE (Page No. - 155)
    9.1 INTRODUCTION 
           9.1.1 ANALYTICS TYPE: MARKET DRIVERS
                    FIGURE 45 PRESCRIPTIVE ANALYTICS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 84 MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                    TABLE 85 SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
    9.2 DESCRIPTIVE ANALYTICS 
           9.2.1 LEVERAGING DATA AGGREGATION AND DATA MINING TECHNIQUES TO PROVIDE INSIGHTFUL SUMMARIES AND VISUALIZATIONS
                    TABLE 86 SMART GRID DESCRIPTIVE ANALYTICS MARKET, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 87 SMART GRID DESCRIPTIVE ANALYTICS MARKET, BY REGION, 2024–2029 (USD MILLION)
    9.3 DIAGNOSTIC ANALYTICS 
           9.3.1 UNCOVERING ROOT CAUSES OF ISSUES SUCH AS POWER OUTAGES AND EQUIPMENT FAILURES WITH DIAGNOSTIC ANALYTICS
                    TABLE 88 SMART GRID DIAGNOSTIC ANALYTICS MARKET, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 89 SMART GRID DIAGNOSTIC ANALYTICS MARKET, BY REGION, 2024–2029 (USD MILLION)
    9.4 PREDICTIVE ANALYTICS 
           9.4.1 ENABLING FORECASTING OF ENERGY DEMAND, DETECTING ANOMALIES, AND PREVENTING FAILURES
                    TABLE 90 SMART GRID PREDICTIVE ANALYTICS MARKET, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 91 SMART GRID PREDICTIVE ANALYTICS MARKET, BY REGION, 2024–2029 (USD MILLION)
    9.5 PRESCRIPTIVE ANALYTICS 
           9.5.1 PROVIDING SOPHISTICATED LEVEL OF DATA ANALYSIS FOR ACTIONABLE RECOMMENDATIONS
                    TABLE 92 SMART GRID PRESCRIPTIVE ANALYTICS MARKET, BY REGION, 2019–2023 (USD MILLION)
                    TABLE 93 SMART GRID PRESCRIPTIVE ANALYTICS MARKET, BY REGION, 2024–2029 (USD MILLION)
 
10 SMART GRID ANALYTICS MARKET, BY REGION (Page No. - 162)
     10.1 INTRODUCTION 
               FIGURE 46 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
               FIGURE 47 INDIA TO REGISTER HIGHEST GROWTH RATE IN MARKET DURING FORECAST PERIOD
               TABLE 94 MARKET, BY REGION, 2019–2023 (USD MILLION)
               TABLE 95 MARKET, BY REGION, 2024–2029 (USD MILLION)
     10.2 NORTH AMERICA 
             10.2.1 NORTH AMERICA: MARKET DRIVERS
             10.2.2 NORTH AMERICA: RECESSION IMPACT
                       FIGURE 48 NORTH AMERICA: MARKET SNAPSHOT
                       TABLE 96 NORTH AMERICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 97 NORTH AMERICA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
                       TABLE 98 NORTH AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                       TABLE 99 NORTH AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                       TABLE 100 NORTH AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                       TABLE 101 NORTH AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                       TABLE 102 NORTH AMERICA: MARKET, BY SERVICE, 2019–2023 (USD MILLION)
                       TABLE 103 NORTH AMERICA: MARKET, BY SERVICE, 2024–2029 (USD MILLION)
                       TABLE 104 NORTH AMERICA: MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                       TABLE 105 NORTH AMERICA: MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
                       TABLE 106 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                       TABLE 107 NORTH AMERICA: MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
                       TABLE 108 NORTH AMERICA: MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                       TABLE 109 NORTH AMERICA: MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
                       TABLE 110 NORTH AMERICA: MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
                       TABLE 111 NORTH AMERICA: MARKET, BY COUNTRY, 2024–2029 (USD MILLION)
             10.2.3 US
                       10.2.3.1 Supportive government and regulatory environment to provide significant boost for deployment of smart grid technologies
                                   TABLE 112 US: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 113 US: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.2.4 CANADA
                       TABLE 114 CANADA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 115 CANADA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
     10.3 EUROPE 
             10.3.1 EUROPE: MARKET DRIVERS
             10.3.2 EUROPE: RECESSION IMPACT
                       TABLE 116 EUROPE: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 117 EUROPE: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
                       TABLE 118 EUROPE: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                       TABLE 119 EUROPE: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                       TABLE 120 EUROPE: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                       TABLE 121 EUROPE: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                       TABLE 122 EUROPE: SMART GRID ANALYTICS MARKET, BY SERVICE, 2019–2023 (USD MILLION)
                       TABLE 123 EUROPE: MARKET, BY SERVICE, 2024–2029 (USD MILLION)
                       TABLE 124 EUROPE: MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                       TABLE 125 EUROPE: MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
                       TABLE 126 EUROPE: MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                       TABLE 127 EUROPE: MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
                       TABLE 128 EUROPE: MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                       TABLE 129 EUROPE: MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
                       TABLE 130 EUROPE: MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
                       TABLE 131 EUROPE: MARKET, BY COUNTRY, 2024–2029 (USD MILLION)
             10.3.3 UK
                       10.3.3.1 Active investment by UK government as part of broader strategy to transition to low-carbon economy
                                   TABLE 132 UK: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 133 UK: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.3.4 GERMANY
                       10.3.4.1 Energiewende (energy transition) policy aims to achieve renewable, efficient, and sustainable energy system
                                   TABLE 134 GERMANY: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 135 GERMANY: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.3.5 FRANCE
                       TABLE 136 FRANCE: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 137 FRANCE: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.3.6 ITALY
                       TABLE 138 ITALY: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 139 ITALY: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.3.7 SPAIN
                       TABLE 140 SPAIN: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 141 SPAIN: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.3.8 REST OF EUROPE
                       TABLE 142 REST OF EUROPE: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 143 REST OF EUROPE: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
     10.4 ASIA PACIFIC 
             10.4.1 ASIA PACIFIC: MARKET DRIVERS
             10.4.2 ASIA PACIFIC: RECESSION IMPACT
                       FIGURE 49 ASIA PACIFIC: MARKET SNAPSHOT
                       TABLE 144 ASIA PACIFIC: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 145 ASIA PACIFIC: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
                       TABLE 146 ASIA PACIFIC: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                       TABLE 147 ASIA PACIFIC: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                       TABLE 148 ASIA PACIFIC: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                       TABLE 149 ASIA PACIFIC: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                       TABLE 150 ASIA PACIFIC: MARKET, BY SERVICE, 2019–2023 (USD MILLION)
                       TABLE 151 ASIA PACIFIC: MARKET, BY SERVICE, 2024–2029 (USD MILLION)
                       TABLE 152 ASIA PACIFIC: MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                       TABLE 153 ASIA PACIFIC: MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
                       TABLE 154 ASIA PACIFIC: MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                       TABLE 155 ASIA PACIFIC: MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
                       TABLE 156 ASIA PACIFIC: MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                       TABLE 157 ASIA PACIFIC: MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
                       TABLE 158 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
                       TABLE 159 ASIA PACIFIC: MARKET, BY COUNTRY, 2024–2029 (USD MILLION)
             10.4.3 CHINA
                       10.4.3.1 Heavy government investment in smart grid technologies, including advanced analytics
                                   TABLE 160 CHINA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 161 CHINA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.4.4 INDIA
                       10.4.4.1 Urgent need to modernize aging energy infrastructure and meet rising energy demands
                                   TABLE 162 INDIA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 163 INDIA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.4.5 JAPAN
                       TABLE 164 JAPAN: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 165 JAPAN: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.4.6 SOUTH KOREA
                       TABLE 166 SOUTH KOREA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 167 SOUTH KOREA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.4.7 AUSTRALIA & NEW ZEALAND
                       TABLE 168 AUSTRALIA & NEW ZEALAND: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 169 AUSTRALIA & NEW ZEALAND: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.4.8 REST OF ASIA PACIFIC
                       TABLE 170 REST OF ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 171 REST OF ASIA PACIFIC: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
     10.5 MIDDLE EAST & AFRICA 
             10.5.1 MIDDLE EAST & AFRICA: MARKET DRIVERS
             10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
                       TABLE 172 MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 173 MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
                       TABLE 174 MIDDLE EAST & AFRICA: SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                       TABLE 175 MIDDLE EAST & AFRICA: SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                       TABLE 176 MIDDLE EAST & AFRICA: SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                       TABLE 177 MIDDLE EAST & AFRICA: SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                       TABLE 178 MIDDLE EAST & AFRICA: MARKET, BY SERVICE, 2019–2023 (USD MILLION)
                       TABLE 179 MIDDLE EAST & AFRICA: MARKET, BY SERVICE, 2024–2029 (USD MILLION)
                       TABLE 180 MIDDLE EAST & AFRICA: MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                       TABLE 181 MIDDLE EAST & AFRICA: MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
                       TABLE 182 MIDDLE EAST & AFRICA: MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                       TABLE 183 MIDDLE EAST & AFRICA: MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
                       TABLE 184 MIDDLE EAST & AFRICA: MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                       TABLE 185 MIDDLE EAST & AFRICA: MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
                       TABLE 186 MIDDLE EAST & AFRICA: MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
                       TABLE 187 MIDDLE EAST AND AFRICA: SMART GRID ANALYTICS MARKET, BY COUNTRY, 2024–2029 (USD MILLION)
             10.5.3 SAUDI ARABIA
                       10.5.3.1 Efforts toward enhancing energy efficiency, reducing carbon emissions, and incorporating more renewable energy sources
                                   TABLE 188 SAUDI ARABIA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 189 SAUDI ARABIA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.5.4 UAE
                       TABLE 190 UAE: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 191 UAE: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.5.5 SOUTH AFRICA
                       TABLE 192 SOUTH AFRICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 193 SOUTH AFRICA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.5.6 REST OF MIDDLE EAST & AFRICA
                       TABLE 194 REST OF MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 195 REST OF MIDDLE EAST & AFRICA: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
     10.6 LATIN AMERICA 
             10.6.1 LATIN AMERICA: MARKET DRIVERS
             10.6.2 LATIN AMERICA: RECESSION IMPACT
                       TABLE 196 LATIN AMERICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 197 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024–2029 (USD MILLION)
                       TABLE 198 LATIN AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION)
                       TABLE 199 LATIN AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024–2029 (USD MILLION)
                       TABLE 200 LATIN AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)
                       TABLE 201 LATIN AMERICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2029 (USD MILLION)
                       TABLE 202 LATIN AMERICA: MARKET, BY SERVICE, 2019–2023 (USD MILLION)
                       TABLE 203 LATIN AMERICA: MARKET, BY SERVICE, 2024–2029 (USD MILLION)
                       TABLE 204 LATIN AMERICA: MARKET, BY ORGANIZATION SIZE, 2019–2023 (USD MILLION)
                       TABLE 205 LATIN AMERICA: MARKET, BY ORGANIZATION SIZE, 2024–2029 (USD MILLION)
                       TABLE 206 LATIN AMERICA: MARKET, BY APPLICATION, 2019–2023 (USD MILLION)
                       TABLE 207 LATIN AMERICA: MARKET, BY APPLICATION, 2024–2029 (USD MILLION)
                       TABLE 208 LATIN AMERICA: MARKET, BY ANALYTICS TYPE, 2019–2023 (USD MILLION)
                       TABLE 209 LATIN AMERICA: MARKET, BY ANALYTICS TYPE, 2024–2029 (USD MILLION)
                       TABLE 210 LATIN AMERICA: MARKET, BY COUNTRY, 2019–2023 (USD MILLION)
                       TABLE 211 LATIN AMERICA: MARKET, BY COUNTRY, 2024–2029 (USD MILLION)
             10.6.3 BRAZIL
                       10.6.3.1 Proactive modernizing of electricity infrastructure to improve efficiency, reliability, and sustainability
                                   TABLE 212 BRAZIL: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                                   TABLE 213 BRAZIL: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.6.4 MEXICO
                       TABLE 214 MEXICO: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 215 MEXICO: MARKET, BY OFFERING, 2024–2029 (USD MILLION)
             10.6.5 REST OF LATIN AMERICA
                       TABLE 216 REST OF LATIN AMERICA: MARKET, BY OFFERING, 2019–2023 (USD MILLION)
                       TABLE 217 REST OF LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024–2029 (USD MILLION)
 
11 COMPETITIVE LANDSCAPE (Page No. - 218)
     11.1 OVERVIEW 
     11.2 KEY PLAYER STRATEGIES 
               TABLE 218 OVERVIEW OF STRATEGIES ADOPTED BY KEY SMART GRID ANALYTICS VENDORS
     11.3 REVENUE ANALYSIS 
               FIGURE 50 TOP FIVE PUBLIC PLAYERS DOMINATED MARKET OVER FIVE YEARS (USD MILLION)
     11.4 MARKET SHARE ANALYSIS 
               FIGURE 51 SHARE OF LEADING COMPANIES IN MARKET, 2023
               TABLE 219 MARKET: DEGREE OF COMPETITION
     11.5 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023 
             11.5.1 STARS
             11.5.2 EMERGING LEADERS
             11.5.3 PERVASIVE PLAYERS
             11.5.4 PARTICIPANTS
                       FIGURE 52 SMART GRID ANALYTICS MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
             11.5.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
                       11.5.5.1 Company Footprint
                                   FIGURE 53 COMPANY FOOTPRINT (13 COMPANIES), 2023
                       11.5.5.2 Regional Footprint
                                   TABLE 220 REGIONAL FOOTPRINT (13 COMPANIES), 2023
                       11.5.5.3 Offering Footprint
                                   TABLE 221 OFFERING FOOTPRINT (13 COMPANIES), 2023
                       11.5.5.4 Application Footprint
                                   TABLE 222 APPLICATION FOOTPRINT (13 COMPANIES), 2023
                       11.5.5.5 Analytics Type Footprint
                                   TABLE 223 ANALYTICS TYPE FOOTPRINT (13 COMPANIES), 2023
     11.6 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023 
             11.6.1 PROGRESSIVE COMPANIES
             11.6.2 RESPONSIVE COMPANIES
             11.6.3 DYNAMIC COMPANIES
             11.6.4 STARTING BLOCKS
                                   FIGURE 54 MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
             11.6.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
                       11.6.5.1 Detailed List of Key Startups/SMEs
                                   TABLE 224 MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023
                       11.6.5.2 Competitive Benchmarking of Key Startups/SMEs
                                   TABLE 225 SMART GRID ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES, 2023
     11.7 COMPETITIVE SCENARIO AND TRENDS 
             11.7.1 PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 226 MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–MAY 2024
             11.7.2 DEALS
                       TABLE 227 MARKET: DEALS, JANUARY 2021–MAY 2024
 
12 COMPANY PROFILES (Page No. - 247)
     12.1 INTRODUCTION 
     12.2 KEY PLAYERS 
(Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View)*
             12.2.1 SIEMENS
                       TABLE 228 SIEMENS: BUSINESS OVERVIEW
                       FIGURE 55 SIEMENS: COMPANY SNAPSHOT
                       TABLE 229 SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 230 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 231 SIEMENS: DEALS
             12.2.2 IBM
                       TABLE 232 IBM: BUSINESS OVERVIEW
                       FIGURE 56 IBM: COMPANY SNAPSHOT
                       TABLE 233 IBM: SOLUTIONS/SERVICES OFFERED
                       TABLE 234 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 235 IBM: DEALS
             12.2.3 ORACLE
                       TABLE 236 ORACLE: BUSINESS OVERVIEW
                       FIGURE 57 ORACLE: COMPANY SNAPSHOT
                       TABLE 237 ORACLE: SOLUTIONS/SERVICES OFFERED
                       TABLE 238 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 239 ORACLE: DEALS
             12.2.4 GE VERNOVA
                       TABLE 240 GE VERNOVA: BUSINESS OVERVIEW
                       FIGURE 58 GE VERNOVA: COMPANY SNAPSHOT
                       TABLE 241 GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 242 GE VERNOVA: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 243 GE VERNOVA: DEALS
             12.2.5 SCHNEIDER ELECTRIC
                       TABLE 244 SCHNEIDER ELECTRIC: BUSINESS OVERVIEW
                       FIGURE 59 SCHNEIDER ELECTRIC: COMPANY SNAPSHOT
                       TABLE 245 SCHNEIDER ELECTRIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 246 SCHNEIDER ELECTRIC: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 247 SCHNEIDER ELECTRIC: DEALS
                       12.2.6 LANDIS+GYR
                       TABLE 248 LANDIS+GYR: BUSINESS OVERVIEW
                       FIGURE 60 LANDIS+GYR: COMPANY SNAPSHOT
                       TABLE 249 LANDIS+GYR: SOLUTIONS/SERVICES OFFERED
                       TABLE 250 LANDIS+GYR: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 251 LANDIS+GYR: DEALS
             12.2.7 ITRON
                       TABLE 252 ITRON: BUSINESS OVERVIEW
                       FIGURE 61 ITRON: COMPANY SNAPSHOT
                       TABLE 253 ITRON: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 254 ITRON: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 255 ITRON: DEALS
             12.2.8 SAP
                       TABLE 256 SAP: BUSINESS OVERVIEW
                       FIGURE 62 SAP: COMPANY SNAPSHOT
                       TABLE 257 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 258 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
             12.2.9 SAS INSTITUTE
                       TABLE 259 SAS INSTITUTE: BUSINESS OVERVIEW
                       TABLE 260 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 261 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
                       TABLE 262 SAS INSTITUTE: DEALS
               12.2.10 HONEYWELL
                                   TABLE 263 HONEYWELL: BUSINESS OVERVIEW
                                   FIGURE 63 HONEYWELL: COMPANY SNAPSHOT
                                   TABLE 264 HONEYWELL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                                   TABLE 265 HONEYWELL: PRODUCT LAUNCHES AND ENHANCEMENTS
                                   TABLE 266 HONEYWELL: DEALS
               12.2.11 CAPGEMINI
               12.2.12 ACCENTURE
               12.2.13 INFOSYS
     12.3 STARTUP/SME PROFILES 
             12.3.1 AUTOGRID SYSTEMS
             12.3.2 HIVE POWER
             12.3.3 ESMART SYSTEMS
             12.3.4 STEAMACO
             12.3.5 GRID4C
             12.3.6 GLOBEMA
             12.3.7 SPARKMETER
             12.3.8 INNOWATTS
             12.3.9 AMPERON
             12.3.10 KEVALA
             12.3.11 GRIDPOINT
             12.3.12 SAFEGRID
             12.3.13 SENTIENT ENERGY
* Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies.
 
13 ADJACENT AND RELATED MARKETS (Page No. - 304)
     13.1 INTRODUCTION 
     13.2 PREDICTIVE MAINTENANCE MARKET - GLOBAL INDUSTRY FORECAST TO 2029 
             13.2.1 MARKET DEFINITION
             13.2.2 MARKET OVERVIEW
                       13.2.2.1 Predictive maintenance market, by component
                                   TABLE 267 PREDICTIVE MAINTENANCE MARKET, BY COMPONENT, 2019–2023 (USD MILLION)
                                   TABLE 268 PREDICTIVE MAINTENANCE MARKET, BY COMPONENT, 2024–2029 (USD MILLION)
                       13.2.2.2 Predictive maintenance market, by technology
                                   TABLE 269 PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)
                                   TABLE 270 PREDICTIVE MAINTENANCE MARKET, BY TECHNOLOGY, 2024–2029 (USD MILLION)
                       13.2.2.3 Predictive maintenance market, by technique
                                   TABLE 271 PREDICTIVE MAINTENANCE MARKET, BY TECHNIQUE, 2019–2023 (USD MILLION)
                                   TABLE 272 PREDICTIVE MAINTENANCE MARKET, BY TECHNIQUE, 2024–2029 (USD MILLION)
                       13.2.2.4 Predictive maintenance market, by vertical
                                   TABLE 273 PREDICTIVE MAINTENANCE MARKET, BY VERTICAL, 2019–2023 (USD MILLION)
                                   TABLE 274 PREDICTIVE MAINTENANCE MARKET, BY VERTICAL, 2024–2029 (USD MILLION)
                       13.2.2.5 Predictive maintenance market, by region
                                   TABLE 275 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2019–2023 (USD MILLION)
                                   TABLE 276 PREDICTIVE MAINTENANCE MARKET, BY REGION, 2024–2029 (USD MILLION)
     13.3 PRESCRIPTIVE ANALYTICS MARKET - GLOBAL INDUSTRY FORECAST TO 2026 
             13.3.1 MARKET DEFINITION
             13.3.2 MARKET OVERVIEW
                       13.3.2.1 Prescriptive analytics market, by component
                                   TABLE 277 PRESCRIPTIVE ANALYTICS MARKET, BY COMPONENT, 2015–2020 (USD MILLION)
                                   TABLE 278 PRESCRIPTIVE ANALYTICS MARKET, BY COMPONENT, 2021–2026 (USD MILLION)
                       13.3.2.2 Prescriptive analytics market, by application
                                   TABLE 279 PRESCRIPTIVE ANALYTICS MARKET, BY APPLICATION, 2015–2020 (USD MILLION)
                                   TABLE 280 PRESCRIPTIVE ANALYTICS MARKET, BY APPLICATION, 2021–2026 (USD MILLION)
                       13.3.2.3 Prescriptive maintenance market, by business function
                                   TABLE 281 PRESCRIPTIVE ANALYTICS MARKET, BY BUSINESS FUNCTION, 2015–2020 (USD MILLION)
                                   TABLE 282 PRESCRIPTIVE ANALYTICS MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)
                       13.3.2.4 Prescriptive analytics market, by vertical
                                   TABLE 283 PRESCRIPTIVE ANALYTICS MARKET, BY VERTICAL, 2015–2020 (USD MILLION)
                                   TABLE 284 PRESCRIPTIVE ANALYTICS MARKET, BY VERTICAL, 2021–2026 (USD MILLION)
                       13.3.2.5 Prescriptive analytics market, by region
                                   TABLE 285 PRESCRIPTIVE ANALYTICS MARKET, BY REGION, 2015–2020 (USD MILLION)
                                   TABLE 286 PRESCRIPTIVE ANALYTICS MARKET, BY REGION, 2021–2026 (USD MILLION)
 
14 APPENDIX (Page No. - 314)
     14.1 DISCUSSION GUIDE 
     14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     14.3 CUSTOMIZATION OPTIONS 
     14.4 RELATED REPORTS 
     14.5 AUTHOR DETAILS 

The smart grid analytics market research study involved extensive secondary sources, directories, journals, and paid databases. Primary sources were mainly industry experts from the core and related industries, preferred smart grid analytics providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information, and assess the market’s prospects.

Secondary Research

In the secondary research process, various sources were referred to, for identifying and collecting information for this study. Secondary sources included annual reports, press releases, and investor presentations of companies; white papers, journals, and certified publications; and articles from recognized authors, directories, and databases. The data was also collected from other secondary sources, such as journals, government websites, blogs, and vendors websites. Additionally, smart grid analytics spending of various countries was extracted from the respective sources. Secondary research was mainly used to obtain key information related to the industry’s value chain and supply chain to identify key players based on solutions, services, market classification, and segmentation according to offerings of major players, industry trends related to software, hardware, services, technology, applications, warehouse sizes, verticals, and regions, and key developments from both market- and technology-oriented perspectives.

Primary Research

In the primary research process, various primary sources from both supply and demand sides were interviewed to obtain qualitative and quantitative information on the market. The primary sources from the supply side included various industry experts, including Chief Experience Officers (CXOs); Vice Presidents (VPs); directors from business development, marketing, and smart grid analytics expertise; related key executives from smart grid analytics solution vendors, SIs, professional service providers, and industry associations; and key opinion leaders.

Primary interviews were conducted to gather insights, such as market statistics, revenue data collected from solutions and services, market breakups, market size estimations, market forecasts, and data triangulation. Primary research also helped in understanding various trends related to technologies, applications, deployments, and regions. Stakeholders from the demand side, such as Chief Information Officers (CIOs), Chief Technology Officers (CTOs), Chief Strategy Officers (CSOs), and end users using smart grid analytics solutions, were interviewed to understand the buyer’s perspective on suppliers, products, service providers, and their current usage of smart grid analytics solutions and services, which would impact the overall smart grid analytics market.

Smart Grid Analytics Market Size, and Share

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Market Size Estimation

Multiple approaches were adopted for estimating and forecasting the smart grid analytics market. The first approach involves estimating the market size by summation of companies’ revenue generated through the sale of solutions and services.

Market Size Estimation Methodology-Top-down approach

In the top-down approach, an exhaustive list of all the vendors offering solutions and services in the smart grid analytics market was prepared. The revenue contribution of the market vendors was estimated through annual reports, press releases, funding, investor presentations, paid databases, and primary interviews. Each vendor's offerings were evaluated based on breadth of software and services according to analytics type, applications, deployment modes, and organization size. The aggregate of all the companies’ revenue was extrapolated to reach the overall market size. Each subsegment was studied and analyzed for its global market size and regional penetration. The markets were triangulated through both primary and secondary research. The primary procedure included extensive interviews for key insights from industry leaders, such as CIOs, CEOs, VPs, directors, and marketing executives. The market numbers were further triangulated with the existing MarketsandMarkets’ repository for validation.

Market Size Estimation Methodology-Bottom-up approach

In the bottom-up approach, the adoption rate of smart grid analytics solutions and services among different end users in key countries with respect to their regions contributing the most to the market share was identified. For cross-validation, the adoption of smart grid analytics solutions and services among different end users, along with different use cases with respect to their regions, was identified and extrapolated. Weightage was given to use cases identified in different regions for the market size calculation.

Based on the market numbers, the regional split was determined by primary and secondary sources. The procedure included the analysis of the market’s regional penetration. Based on secondary research, the regional spending on Information and Communications Technology (ICT), socio-economic analysis of each country, strategic vendor analysis of major smart grid analytics providers, and organic and inorganic business development activities of regional and global players were estimated. With the data triangulation procedure and data validation through primary interviews, the exact values of the overall smart grid analytics market size and segments’ size were determined and confirmed using the study.

Global Smart grid analytics Market Size: Bottom-Up and Top-Down Approach:

Smart Grid Analytics Market Bottom Up and Top Down Approach

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Data Triangulation

After arriving at the overall market size using the market size estimation processes as explained above, the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Market Definition

Smart grid analytics refers to the application of advanced data analytics, artificial intelligence, and machine learning techniques to enhance the efficiency, reliability, and sustainability of electric power grids. It involves the analysis of large volumes of data generated by smart meters, sensors, and other grid components to optimize grid operations, predict equipment failures, and manage distributed energy resources effectively. Smart grid analytics enables utilities to improve grid performance, reduce operational costs, and meet regulatory requirements, thereby transforming traditional power grids into more intelligent and responsive systems.

Stakeholders

  • Smart grid analytics software developers
  • Cybersecurity firms
  • Business analysts
  • Cloud service providers
  • Consulting service providers
  • Enterprise end-users
  • Distributors and Value-added Resellers (VARs)
  • Government agencies
  • Independent Software Vendors (ISV)
  • Managed service providers
  • Market research and consulting firms
  • Support & maintenance service providers
  • System Integrators (SIs)/migration service providers
  • Technology providers

Report Objectives

  • To define, describe, and forecast the smart grid analytics market, by offering (software, and services), organization size, application, and analytics type
  • To provide detailed information related to major factors (drivers, restraints, opportunities, and industry-specific challenges) influencing the market growth
  • To analyze the micro markets with respect to individual growth trends, prospects, and their contribution to the total market
  • To analyze the opportunities in the market for stakeholders by identifying the high-growth segments of the market
  • To analyze opportunities in the market and provide details of the competitive landscape for stakeholders and market leaders
  • To forecast the market size of segments for five main regions: North America, Europe, Asia Pacific, the Middle East & Africa, and Latin America
  • To profile the key players and comprehensively analyze their market ranking and core competencies
  • To analyze competitive developments, such as partnerships, product launches, and mergers and acquisitions, in the smart grid analytics market
  • To analyze the impact of recession in the smart grid analytics market across all the regions

Available customizations

With the given market data, MarketsandMarkets offers customizations as per your company’s specific needs. The following customization options are available for the report:

Product Analysis

  • Product quadrant, which gives a detailed comparison of the product portfolio of each company.

Geographic Analysis

  • Further breakup of the North American smart grid analytics market
  • Further breakup of the European market
  • Further breakup of the Asia Pacific smart grid analytics market
  • Further breakup of the Middle Eastern & African smart grid analytics market
  • Further breakup of the Latin America smart grid analytics market

Company Information

  • Detailed analysis and profiling of additional market players (up to five)
Custom Market Research Services

We will customize the research for you, in case the report listed above does not meet with your exact requirements. Our custom research will comprehensively cover the business information you require to help you arrive at strategic and profitable business decisions.

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Report Code
TC 3030
Published ON
Jun, 2024
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