Smart Grid Analytics Market Size, Share, Growth Analysis, by Offering, Application, Analytics Type and Region

Description

The smart grid analytics market is projected to grow from USD 7.9 billion in 2024 to USD 14.3 billion by 2029, at a compound annual growth rate (CAGR) of 12.4% during the forecast period. Market is anticipated to grow due to the surge in the deployment of intelligent metering systems, growing incidence of aging power grid infrastructure and increasing pursuit of energy efficiency and eco-friendly solutions.

Scope of the Report
Years Considered for the Study	2019-2029
Base Year	2023
Forecast Period	2024-2029
Units Considered	USD (Billion)
Segments	Offering, Organization Size, Application, Analytics Type, and Region
Regions covered	North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

"By application, distributed energy resources management systems (DERMS) segment is expected to register the fastest market growth rate during the forecast period."

Distributed Energy Resources Management Systems (DERMS) are set to experience the fastest growth in the smart grid analytics market due to the increasing integration of renewable energy sources like solar and wind. As utilities and grid operators seek to optimize the performance and reliability of decentralized energy resources, DERMS provide essential tools for real-time monitoring, control, and analytics. This demand is driven by regulatory pressures for cleaner energy and the need for grid stability, making DERMS a crucial component in modernizing and managing the evolving energy landscape.

"by analytics type, predictive maintenance segment is expected to account for the largest market share during the forecast period."

Predictive maintenance analytics type will hold the largest market share in the smart grid analytics market due to its critical role in enhancing grid reliability and reducing operational costs. By leveraging advanced data analytics and machine learning, predictive maintenance enables utilities to anticipate and address equipment failures before they occur, minimizing downtime and repair costs. This proactive approach not only improves the efficiency and lifespan of grid infrastructure but also supports regulatory compliance and customer satisfaction, making it an indispensable component for utilities worldwide.

"By Region, Asia Pacific is slated to grow at the fastest rate and North America to have the largest market share during the forecast period."

The Asia Pacific region is expected to exhibit the fastest growth rate in the smart grid analytics market due to rapid urbanization, increasing energy demand, and government initiatives promoting smart grid technologies. Countries like China, Japan, South Korea, and India are investing heavily in modernizing their energy infrastructures, driving the adoption of smart grid analytics to improve grid efficiency, reliability, and sustainability. Additionally, the region's expanding renewable energy sector and efforts to integrate distributed energy resources further boost demand for advanced analytics solutions. On the other hand, North America is poised to maintain the largest market share in the smart grid analytics market due to its early adoption of smart grid technologies, stringent regulatory standards, and significant investments in grid modernization. The region's mature energy infrastructure and focus on enhancing grid resilience against natural disasters and cybersecurity threats also contribute to its leadership position. Market players can capitalize on these dynamics by tailoring their offerings to address specific regional requirements, such as grid reliability in North America and scalability in Asia Pacific, to effectively capture market share and drive growth.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the smart grid analytics market.

By Company: Tier I - 35%, Tier II - 45%, and Tier III - 20%
By Designation: C-Level Executives - 35%, D-Level Executives - 25%, and others - 40%
By Region: North America - 40%, Europe - 30%, Asia Pacific - 20%, Middle East & Africa - 5%, and Latin America - 5%

The report includes the study of key players offering smart grid analytics solutions and services. It profiles major vendors in the smart grid analytics market. The major players in the smart grid analytics market include 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).

Research coverage

This research report categorizes the Smart grid analytics Market by Offering (Software and Services), Software By Type (Meter Analaytics, Operational Analytics, Reliability Analytics), Software By Deployment Mode (Cloud and On-premises), By Services (Professional Services [Training & Consulting, System Integration & Deployment, and Support & Maintenance] and Managed Services), By Organization Size (Small & Medium Businesses and Large Enterprises), By Application (AMI Analytics, Load Forecasting & Demand Response, Grid Optimization, Monitoring, & Management, Distributed Energy Resources Management System, Predictive Maintenance, Energy Theft Detection & Cybersecurity, Voltage, Frequency, & Stability Management, Customer Engagement & Analytics, Visual Analytics, Outage Management & Fault Detection, and Other Applications [Network Management, Capacity Planning, and Microgrid Management]) By Analytics Type (Descriptive Analytics, Diagnostic Analytics, Predictive Analytics, and Prescriptive Analytics), and By Region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the smart grid analytics market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the smart grid analytics market. Competitive analysis of upcoming startups in the smart grid analytics market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall smart grid analytics market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (increasing adoption of smart meters, rising number of aging grid infrastructure, growing demand for energy efficiency and sustainability), restraints (shortage of skilled workforce professionals, interoperability constraints, High initial investment and implementation costs), opportunities (boost to the growing smart city initiatives, improved renewable energy integration, Enhanced demand response management), and challenges (data management complexity associated with smart grids, cybersecurity threats, lack of standardization in smart grid analytics landscape).
Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the smart grid analytics market.
Market Development: Comprehensive information about lucrative markets - the report analyses the smart grid analytics market across varied regions.
Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the smart grid analytics market.
Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like 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), among others in the smart grid analytics market. The report also helps stakeholders understand the pulse of the smart grid analytics market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Product Code: TC 3030

1 INTRODUCTION

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 SMART GRID ANALYTICS 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

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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET
- TABLE 6 IMPACT OF RECESSION ON GLOBAL SMART GRID ANALYTICS MARKET

3 EXECUTIVE SUMMARY

TABLE 7 GLOBAL SMART GRID ANALYTICS MARKET SIZE AND GROWTH RATE, 2020-2023 (USD MILLION, Y-O-Y)
TABLE 8 GLOBAL SMART GRID ANALYTICS 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

4.1 ATTRACTIVE OPPORTUNITIES IN SMART GRID ANALYTICS 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: SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET, BY REGION
- FIGURE 26 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024

5 MARKET OVERVIEW AND INDUSTRY TRENDS

5.1 INTRODUCTION
5.2 MARKET DYNAMICS
- FIGURE 27 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET: SUPPLY CHAIN ANALYSIS
- TABLE 9 SMART GRID ANALYTICS MARKET: SUPPLY CHAIN ANALYSIS
5.5 ECOSYSTEM ANALYSIS
- TABLE 10 SMART GRID ANALYTICS MARKET: ECOSYSTEM
- FIGURE 33 KEY PLAYERS IN SMART GRID ANALYTICS 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 Transicion Energetica) 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 SMART GRID ANALYTICS MARKET, 2013-2023
- TABLE 17 TOP 20 PATENT OWNERS IN SMART GRID ANALYTICS MARKET, 2013-2023
- TABLE 18 LIST OF FEW PATENTS IN SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET
- FIGURE 37 SMART GRID ANALYTICS 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 MARKET, BY OFFERING

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 SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 21 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET, BY SERVICE, 2019-2023 (USD MILLION)
- TABLE 39 SMART GRID ANALYTICS 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

7.1 INTRODUCTION
- 7.1.1 ORGANIZATION SIZE: SMART GRID ANALYTICS MARKET DRIVERS
- FIGURE 43 SMALL & MEDIUM BUSINESSES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
- TABLE 54 SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 55 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET FOR SMALL & MEDIUM BUSINESSES, BY REGION, 2019-2023 (USD MILLION)
- TABLE 57 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 MARKET, BY APPLICATION

8.1 INTRODUCTION
- 8.1.1 APPLICATION: SMART GRID ANALYTICS MARKET DRIVERS
- FIGURE 44 DISTRIBUTED ENERGY RESOURCES MANAGEMENT SYSTEMS TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
- TABLE 60 SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
- TABLE 61 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN AMI ANALYTICS, BY REGION, 2019-2023 (USD MILLION)
- TABLE 63 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN LOAD FORECASTING & DEMAND RESPONSE, BY REGION, 2019-2023 (USD MILLION)
- TABLE 65 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN GRID OPTIMIZATION, MONITORING, AND MANAGEMENT, BY REGION, 2019-2023 (USD MILLION)
- TABLE 67 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN PREDICTIVE MAINTENANCE, BY REGION, 2019-2023 (USD MILLION)
- TABLE 71 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN ENERGY THEFT DETECTION & CYBERSECURITY, BY REGION, 2019-2023 (USD MILLION)
- TABLE 73 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN VOLTAGE, FREQUENCY, AND STABILITY MANAGEMENT, BY REGION, 2019-2023 (USD MILLION)
- TABLE 75 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN CUSTOMER ENGAGEMENT & ANALYTICS, BY REGION, 2019-2023 (USD MILLION)
- TABLE 77 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET IN OUTAGE MANAGEMENT & FAULT DETECTION, BY REGION, 2019-2023 (USD MILLION)
- TABLE 81 SMART GRID ANALYTICS MARKET IN OUTAGE MANAGEMENT & FAULT DETECTION, BY REGION, 2024-2029 (USD MILLION)
8.12 OTHER APPLICATIONS
- TABLE 82 SMART GRID ANALYTICS MARKET IN OTHER APPLICATIONS, BY REGION, 2019-2023 (USD MILLION)
- TABLE 83 SMART GRID ANALYTICS MARKET IN OTHER APPLICATIONS, BY REGION, 2024-2029 (USD MILLION)

9 SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE

9.1 INTRODUCTION
- 9.1.1 ANALYTICS TYPE: SMART GRID ANALYTICS MARKET DRIVERS
- FIGURE 45 PRESCRIPTIVE ANALYTICS SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
- TABLE 84 SMART GRID ANALYTICS 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

10.1 INTRODUCTION
- FIGURE 46 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
- FIGURE 47 INDIA TO REGISTER HIGHEST GROWTH RATE IN SMART GRID ANALYTICS MARKET DURING FORECAST PERIOD
- TABLE 94 SMART GRID ANALYTICS MARKET, BY REGION, 2019-2023 (USD MILLION)
- TABLE 95 SMART GRID ANALYTICS MARKET, BY REGION, 2024-2029 (USD MILLION)
10.2 NORTH AMERICA
- 10.2.1 NORTH AMERICA: SMART GRID ANALYTICS MARKET DRIVERS
- 10.2.2 NORTH AMERICA: RECESSION IMPACT
- FIGURE 48 NORTH AMERICA: SMART GRID ANALYTICS MARKET SNAPSHOT
- TABLE 96 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 97 NORTH AMERICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY SERVICE, 2019-2023 (USD MILLION)
- TABLE 103 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY SERVICE, 2024-2029 (USD MILLION)
- TABLE 104 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 105 NORTH AMERICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
- TABLE 108 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2019-2023 (USD MILLION)
- TABLE 109 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2024-2029 (USD MILLION)
- TABLE 110 NORTH AMERICA: SMART GRID ANALYTICS MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
- TABLE 111 NORTH AMERICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 113 US: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.2.4 CANADA
- TABLE 114 CANADA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 115 CANADA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
10.3 EUROPE
- 10.3.1 EUROPE: SMART GRID ANALYTICS MARKET DRIVERS
- 10.3.2 EUROPE: RECESSION IMPACT
- TABLE 116 EUROPE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 117 EUROPE: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY SERVICE, 2024-2029 (USD MILLION)
- TABLE 124 EUROPE: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 125 EUROPE: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2024-2029 (USD MILLION)
- TABLE 126 EUROPE: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
- TABLE 127 EUROPE: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
- TABLE 128 EUROPE: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2019-2023 (USD MILLION)
- TABLE 129 EUROPE: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2024-2029 (USD MILLION)
- TABLE 130 EUROPE: SMART GRID ANALYTICS MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
- TABLE 131 EUROPE: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 133 UK: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 135 GERMANY: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.3.5 FRANCE
- TABLE 136 FRANCE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 137 FRANCE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.3.6 ITALY
- TABLE 138 ITALY: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 139 ITALY: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.3.8 REST OF EUROPE
- TABLE 142 REST OF EUROPE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 143 REST OF EUROPE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
10.4 ASIA PACIFIC
- 10.4.1 ASIA PACIFIC: SMART GRID ANALYTICS MARKET DRIVERS
- 10.4.2 ASIA PACIFIC: RECESSION IMPACT
- FIGURE 49 ASIA PACIFIC: SMART GRID ANALYTICS MARKET SNAPSHOT
- TABLE 144 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 145 ASIA PACIFIC: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY SERVICE, 2019-2023 (USD MILLION)
- TABLE 151 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY SERVICE, 2024-2029 (USD MILLION)
- TABLE 152 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 153 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2024-2029 (USD MILLION)
- TABLE 154 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
- TABLE 155 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
- TABLE 156 ASIA PACIFIC: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2019-2023 (USD MILLION)
- TABLE 157 ASIA PACIFIC: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 161 CHINA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 163 INDIA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.4.5 JAPAN
- TABLE 164 JAPAN: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 165 JAPAN: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.4.6 SOUTH KOREA
- TABLE 166 SOUTH KOREA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 167 SOUTH KOREA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.4.7 AUSTRALIA & NEW ZEALAND
- TABLE 168 AUSTRALIA & NEW ZEALAND: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 169 AUSTRALIA & NEW ZEALAND: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)

10.5 MIDDLE EAST & AFRICA
- 10.5.1 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET DRIVERS
- 10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
- TABLE 172 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 173 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- TABLE 174 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
- TABLE 175 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY TYPE, 2024-2029 (USD MILLION)
- TABLE 176 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
- TABLE 177 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
- TABLE 178 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY SERVICE, 2019-2023 (USD MILLION)
- TABLE 179 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY SERVICE, 2024-2029 (USD MILLION)
- TABLE 180 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 181 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2024-2029 (USD MILLION)
- TABLE 182 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
- TABLE 183 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
- TABLE 184 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2019-2023 (USD MILLION)
- TABLE 185 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2024-2029 (USD MILLION)
- TABLE 186 MIDDLE EAST & AFRICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 189 SAUDI ARABIA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.5.4 UAE
- TABLE 190 UAE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 191 UAE: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.5.5 SOUTH AFRICA
- TABLE 192 SOUTH AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 193 SOUTH AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.5.6 REST OF MIDDLE EAST & AFRICA
- TABLE 194 REST OF MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 195 REST OF MIDDLE EAST & AFRICA: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
10.6 LATIN AMERICA
- 10.6.1 LATIN AMERICA: SMART GRID ANALYTICS MARKET DRIVERS
- 10.6.2 LATIN AMERICA: RECESSION IMPACT
- TABLE 196 LATIN AMERICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY SERVICE, 2019-2023 (USD MILLION)
- TABLE 203 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY SERVICE, 2024-2029 (USD MILLION)
- TABLE 204 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2019-2023 (USD MILLION)
- TABLE 205 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY ORGANIZATION SIZE, 2024-2029 (USD MILLION)
- TABLE 206 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
- TABLE 207 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
- TABLE 208 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2019-2023 (USD MILLION)
- TABLE 209 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY ANALYTICS TYPE, 2024-2029 (USD MILLION)
- TABLE 210 LATIN AMERICA: SMART GRID ANALYTICS MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
- TABLE 211 LATIN AMERICA: SMART GRID ANALYTICS 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: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 213 BRAZIL: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.6.4 MEXICO
- TABLE 214 MEXICO: SMART GRID ANALYTICS MARKET, BY OFFERING, 2019-2023 (USD MILLION)
- TABLE 215 MEXICO: SMART GRID ANALYTICS MARKET, BY OFFERING, 2024-2029 (USD MILLION)
- 10.6.5 REST OF LATIN AMERICA
- TABLE 216 REST OF LATIN AMERICA: SMART GRID ANALYTICS 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

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 SMART GRID ANALYTICS MARKET, 2023
- TABLE 219 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS 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 SMART GRID ANALYTICS MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021-MAY 2024
- 11.7.2 DEALS
- TABLE 227 SMART GRID ANALYTICS MARKET: DEALS, JANUARY 2021-MAY 2024

12 COMPANY PROFILES

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

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

14.1 DISCUSSION GUIDE
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
14.3 CUSTOMIZATION OPTIONS
14.4 RELATED REPORTS
14.5 AUTHOR DETAILS

Smart Grid Analytics Market Size, Share, Growth Analysis, by Offering, Application, Analytics Type and Region - Global Industry Forecast to 2029