エネルギー・公益事業分析市場規模、シェア、動向、2031年までの世界予測

世界のエネルギー・公益事業分析市場は急速に拡大しており、市場規模は2026年の約61億米ドルから2031年には101億米ドルに成長し、年平均成長率（CAGR）は10.6%に達するとMarketsandMarketsでは予測しています。

この市場は、いくつかの要因によって著しい成長を遂げています。中でも重要なのは、グリッド近代化への投資拡大です。これにより、分析ツールの導入が促進され、運用効率が向上します。さらに、再生可能エネルギー源の普及拡大に伴い、変動性を管理し信頼性を確保するための高度な予測ソリューションが求められています。スマートメーターの普及も公益事業の運営を変革し、データに基づいた意思決定への移行とリソース管理の最適化を可能にしています。これらの進歩は、業界全体の持続可能性と近代化へのシフトと合致しており、公益事業の能力を大幅に向上させています。

調査概要

エネルギー・公益事業分析市場は、その提供サービス、導入形態、アプリケーション、組織形態、エンドユーザーに関する包括的な概要を提供するために、様々な要素に基づいてセグメント化されています。提供サービスは主にプラットフォームとサービスに分類され、サービスにはマネージドサービスとプロフェッショナルサービス（コンサルティング＆アドバイザリー、システムインテグレーション＆導入、カスタム分析＆モデル開発、サポート＆メンテナンス）が含まれます。導入形態に関しては、クラウド、オンプレミス、ハイブリッド、エッジソリューションに分類されます。市場におけるアプリケーションは、グリッド＆ネットワーク分析、資産＆運用分析、顧客＆商業分析、エネルギー生産＆分散型エネルギー資源（DER）分析、エネルギー取引＆市場分析、サステナビリティ＆ESG分析、その他多岐にわたります。また、組織形態別には、大規模総合公益事業会社、中規模／地域公益事業会社、独立系発電事業者、エネルギー小売業者／アグリゲーター、商業・産業用エネルギーユーザーに分類されます。最後に、エネルギー・公益事業分析のエンドユーザーは、電力会社、石油・ガス会社、再生可能エネルギー事業者、上下水道事業者に分類されます。本レポートの対象地域は、北米、ヨーロッパ、アジア太平洋、中東・アフリカ、ラテンアメリカです。

レポートでは、エネルギー・公益事業分析市場の成長に影響を与える主要な要因（推進要因、阻害要因、課題、機会など）に関する詳細な情報を提供します。主要企業については、事業概要、ソリューション、サービス、主要戦略、契約、パートナーシップ、協定、新製品・新サービスの発売、合併・買収、そしてエネルギー・公益事業分析市場における最近の動向などについて、詳細な分析を行っています。また、エネルギー・公益事業分析市場のエコシステムにおける新興スタートアップ企業の競合分析も行っています。

本レポートを購入する理由

本レポートは、エネルギー・公益事業分析市場全体およびそのサブセグメントにおける収益予測値に関する、市場リーダーおよび新規参入企業向けの情報を提供します。関係者は、競争環境を理解し、より深い洞察を得ることで、自社の事業をより効果的に位置づけ、適切な市場参入戦略を策定することができます。また、市場の動向を把握し、主要な市場推進要因、阻害要因、課題、機会に関する情報を提供します。

本レポートは、以下のポイントに関する洞察を提供します。

主要な推進要因（グリッド近代化への投資により分析の導入が拡大、再生可能エネルギーの普及率上昇により予測ニーズが増加、スマートメーターの導入によりデータ駆動型電力事業運営が加速）、制約要因（既存インフラが分析統合を制限、サイバーセキュリティとデータプライバシー要件により導入コストが増加）、機会（AIを活用した予知保全により新たな価値創造が実現、電気自動車の普及により負荷分析の需要が拡大、分散型エネルギーシステムがエッジ分析の導入を促進）、そして課題（大規模導入における投資対効果（ROI）の実証は依然として困難、リアルタイム処理要件によりインフラの複雑性が増大）

• 製品開発／イノベーション：エネルギー・公益事業分析市場における今後の技術、研究開発活動、新製品・新サービスの発売に関する詳細な分析
• 市場開発：有望な市場に関する包括的な情報 ― 本レポートは、様々な地域におけるエネルギー・公益事業分析市場を分析しています
• 市場の多様化：エネルギー・公益事業分析市場における新製品・サービス、未開拓地域、最近の動向、投資に関する包括的な情報
• 競合評価：IBM（米国）、SAP（ドイツ）、SAS（米国）、Oracle（米国）、Microsoft（米国）、Amazon Web Services（米国）、Google（米国）、Teradata（米国）、Snowflake（米国）、Siemens（ドイツ）、Schneider Electric（フランス）、ABB（スイス）、GE Digital（米国）、Hitachi Energy（スイス）、AVEVA（英国）、Bentley Systems（米国）、Itron（米国）、Landis+Gyrなどの主要企業の市場シェア、成長戦略、サービス提供に関する詳細な評価（スイス）、Salesforce（米国）、TIBCO（米国）、Infor（米国）、Autodesk（米国）、Uplight（米国）、EnergyCAP（米国）、KUBRA（米国）、EnergyHub（米国）、Enel X（イタリア）、Next Kraftwerke（ドイツ）、Voltus（米国）、FIS（米国）、ION Group（英国）、KX（米国）、Amphora（英国）、Sphera（米国）、Enablon（フランス）、Persefoni（米国）、C3.ai（米国）、Palantir（米国）、およびDatabricks（米国）。このレポートは、関係者がエネルギーおよび公益事業分析市場の動向を理解するのに役立ち、主要な市場推進要因、制約、課題、および機会に関する情報を提供します。

Report Description

The global energy and utilities analytics market is expanding rapidly, with a projected market size rising from about USD 6.10 billion in 2026 to USD 10.10 billion by 2031, for a CAGR of 10.6%. The market is experiencing significant growth due to several driving factors. Key among these is the expansion of grid modernization investments, which enhance analytics deployment and improve operational efficiency. Additionally, the rising penetration of renewable energy sources necessitates advanced forecasting solutions to manage variability and ensure reliability. The widespread rollout of smart meters is also transforming utility operations, enabling a transition to data-driven decision-making and optimizing resource management. These advancements align with the industry’s shift toward sustainability and modernization, significantly enhancing the capabilities of utilities.

Despite this, the market faces notable restraints and challenges. Legacy infrastructure poses a significant barrier, limiting the integration of advanced analytics and preventing utilities from fully capitalizing on technological innovations. Cybersecurity and data privacy concerns further complicate deployment efforts, resulting in increased costs and operational risks. Opportunities exist, particularly in the form of AI-driven predictive maintenance, which can create new revenue streams and improve service reliability. The growing demand for load analytics, driven by the rising adoption of electric vehicles and the shift toward decentralized energy systems that promote edge analytics, also presents significant avenues for growth. However, demonstrating return on investment for large-scale deployments remains a challenge, alongside the complexities introduced by the need for real-time data processing.

“By vertical, retail & ecommerce is set to witness the fastest growth rate during the forecast period.”

“Among offerings, services are projected to account for the highest growth.”

Services are projected to grow rapidly as utilities increasingly require consulting, system integration, managed services, and analytics implementation support for digital transformation initiatives. The energy and utilities analytics market offers essential professional and operational support services that empower organizations to successfully implement, integrate, manage, and maintain robust analytics solutions. These services are crucial for utilities throughout the entire analytics lifecycle, including consulting, deployment, customization, system integration, technical support, and ongoing management. As the complexity of energy infrastructures, smart grid initiatives, and distributed energy resources increases, utilities are turning to expert service providers to effectively manage vast quantities of operational data. Common offerings such as predictive maintenance support, asset performance analytics, outage management optimization, customer analytics, and regulatory reporting assistance are vital for driving progress. The surge in cloud computing, artificial intelligence, and IoT technology adoption intensifies the need for integration, cybersecurity, and technical support services. As utilities embark on their digital transformation journeys, leveraging analytics services is not just beneficial; it is imperative for enhancing operational efficiency, reducing downtime, and ensuring reliable energy operations.

“By deployment mode, cloud-based is projected to experience the highest growth during the forecast period.”

The cloud deployment segment is anticipated to experience significant growth within the energy and utilities analytics market, attributed to the rising demand for scalable, real-time, and cost-efficient analytics solutions throughout utility operations. The implementation of cloud deployment in this context entails the provision of analytics platforms, applications, and data processing capabilities via cloud-based infrastructure models, including Software-as-a-Service (SaaS) and Platform-as-a-Service (PaaS). This model enables utility companies to access analytics solutions remotely, thereby alleviating the necessity for extensive on-premises infrastructure management. Cloud deployment offers several advantages, such as enhanced scalability, centralized data access, remote system monitoring, and expedited application implementation across utility operations. As organizations increasingly adopt cloud-based analytics environments, they are better equipped to manage smart grid operations, demand forecasting, outage monitoring, renewable energy integration, and customer analytics initiatives. The SaaS model grants utilities subscription-based access to essential analytics applications, while the PaaS environment facilitates the development, integration, and customization of analytics solutions.

Furthermore, cloud deployment allows entities to efficiently handle the substantial volumes of operational data generated by interconnected infrastructure and Internet of Things (IoT)-enabled devices. Additionally, these cloud environments support the integration of artificial intelligence, advanced forecasting capabilities, and automated reporting functions across utility operations. The ongoing digital transformation, coupled with reduced infrastructure management costs and an increasing demand for operational scalability, continues to propel the adoption of cloud-based analytics deployment models within the energy sector, presenting a compelling opportunity for advancement.

“Asia Pacific is set to register the highest CAGR in the energy and utilities analytics market, in terms of value, during the forecast period.”

The Asia Pacific region is projected to be the fastest-growing market for energy and utilities analytics, driven by capacity additions and government mandates for energy security and decarbonization. China and India lead in demand, with substantial investments in AI-driven analytics for power management. Mature markets like Japan, Australia, and South Korea utilize analytics for energy diversification and net-zero goals. In Southeast Asia, countries like Indonesia and Vietnam are rapidly adopting analytics for outage management and network planning. Diverse regulatory environments create both challenges and opportunities for analytics vendors. Cloud-native deployments are increasing in newer digital markets, while larger utilities in China and India favor on-premise solutions, guided by government initiatives promoting AI and machine learning in the power sector.

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 energy and utilities analytics market.

• By Company: Tier 1 – 34%, Tier 2 – 43%, and Tier 3 – 23%
• By Designation: Directors – 30%, C-level – 50%, and others – 20%
• By Region: North America – 25%, Europe – 30%, Asia Pacific – 30%, Middle East & Africa – 10%, and Latin America – 5%

The report includes a study of key players in the energy and utilities analytics market. It profiles major vendors in the energy and utilities analytics market. The major market players include IBM (US), SAP (Germany), SAS (US), Oracle (US), Microsoft (US), Amazon Web Services (US), Google (US), Teradata (US), Snowflake (US), Siemens (Germany), Schneider Electric (France), ABB (Switzerland), GE Digital (US), Hitachi Energy (Switzerland), AVEVA (UK), Bentley Systems (US), Itron (US), Landis+Gyr (Switzerland), Salesforce (US), TIBCO (US), Infor (US), Autodesk (US), Uplight (US), EnergyCAP (US), KUBRA (US), EnergyHub (US), Enel X (Italy), Next Kraftwerke (Germany), Voltus (US), FIS (US), ION Group (UK), KX (US), Amphora (UK), Sphera (US), Enablon (France), Persefoni (US), C3.ai (US), Palantir (US), and Databricks (US).

Research Coverage

The energy and utilities analytics market is segmented by various factors to provide a comprehensive overview of its offerings, deployment modes, applications, organization types, and end users. The offerings are mainly divided into platforms and services, where the services covered are managed services and professional services (consulting & advisory, system integration & deployment, custom analytics & model development, and support & maintenance). In terms of deployment mode, the market is categorized into cloud, on-premises, hybrid, and edge solutions. Applications within the market span across grid & network analytics, asset & operations analytics, customer & commercial analytics, energy production & DER analytics, energy trading & market analytics, sustainability & ESG analytics, as well as other applications. The market is also segmented by organization type into large integrated utilities, mid-size/regional utilities, independent power producers, energy retailers/aggregators, and commercial & industrial energy users. Finally, the end users of energy and utilities analytics are categorized into power utilities, oil & gas, renewable energy operators, and water & waste utilities. The regions covered are North America, Europe, Asia Pacific, the Middle East & Africa, and Latin America.

The report’s scope covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the energy and utilities analytics market. A detailed analysis of the key industry players was done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, and mergers and acquisitions; and recent developments associated with the energy and utilities analytics market. This report also covers the competitive analysis of upcoming startups in the energy and utilities analytics market ecosystem.

Reason to buy this Report

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

The report provides insights into the following pointers:

Analysis of key drivers (grid modernization investments are expanding analytics deployment, rising renewable energy penetration is increasing forecasting requirements, smart meter rollouts accelerating data-driven utility operations), restraints (Legacy infrastructure limits analytics integration, cybersecurity and data privacy requirements increase deployment costs), opportunities (AI-driven predictive maintenance is creating new value streams, electric vehicle growth is expanding demand for load analytics, decentralized energy systems are driving edge analytics adoption), and challenges (demonstrating ROI across large-scale deployments remains difficult, real-time processing requirements increase infrastructure complexity)

• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the energy and utilities analytics market
• Market Development: Comprehensive information about lucrative markets – the report analyses the energy and utilities analytics market across varied regions
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the energy and utilities analytics market
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as IBM (US), SAP (Germany), SAS (US), Oracle (US), Microsoft (US), Amazon Web Services (US), Google (US), Teradata (US), Snowflake (US), Siemens (Germany), Schneider Electric (France), ABB (Switzerland), GE Digital (US), Hitachi Energy (Switzerland), AVEVA (UK), Bentley Systems (US), Itron (US), Landis+Gyr (Switzerland), Salesforce (US), TIBCO (US), Infor (US), Autodesk (US), Uplight (US), EnergyCAP (US), KUBRA (US), EnergyHub (US), Enel X (Italy), Next Kraftwerke (Germany), Voltus (US), FIS (US), ION Group (UK), KX (US), Amphora (UK), Sphera (US), Enablon (France), Persefoni (US), C3.ai (US), Palantir (US), and Databricks (US). The report also helps stakeholders understand the energy and utilities analytics market’s pulse and provides information on key market drivers, restraints, challenges, and opportunities

Table of Contents

1 INTRODUCTION 38
1.1 STUDY OBJECTIVES 38
1.2 MARKET DEFINITION 38
1.2.1 INCLUSIONS AND EXCLUSIONS 39
1.3 MARKET SCOPE 40
1.3.1 MARKET SEGMENTATION 40
1.3.2 YEARS CONSIDERED 41
1.4 CURRENCY CONSIDERED 41
1.5 STAKEHOLDERS 42
1.6 SUMMARY OF CHANGES 42
2 EXECUTIVE SUMMARY 44
2.1 MARKET HIGHLIGHTS AND KEY INSIGHTS 44
2.2 KEY MARKET PARTICIPANTS: MAPPING OF STRATEGIC DEVELOPMENTS 47
2.3 DISRUPTIVE TRENDS IN ENERGY AND UTILITIES ANALYTICS MARKET 48
2.4 HIGH GROWTH SEGMENTS 49
2.5 REGIONAL SNAPSHOT: MARKET SIZE, GROWTH RATE, AND FORECAST 50
3 PREMIUM INSIGHTS 52
3.1 ATTRACTIVE OPPORTUNITIES IN ENERGY AND UTILITIES ANALYTICS MARKET 52
3.2 ENERGY AND UTILITIES ANALYTICS MARKET: TOP THREE APPLICATIONS 53
3.3 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING AND END USER 53
3.4 ENERGY AND UTILITIES ANALYTICS MARKET, BY REGION 54
3.5 ENERGY AND UTILITIES ANALYTICS MARKET, BY REGION 54
4 MARKET OVERVIEW 55
4.1 INTRODUCTION 55
4.2 MARKET DYNAMICS 55
4.2.1 DRIVERS 56
4.2.1.1 Grid modernization investments expanding analytics deployment 56
4.2.1.2 Rising renewable energy penetration is increasing forecasting requirements 56
4.2.1.3 Smart meter rollouts accelerating data-driven utility operations 56
4.2.2 RESTRAINTS 57
4.2.2.1 Legacy infrastructure limits analytics integration 57
4.2.2.2 Cybersecurity and data privacy requirements increase deployment costs 57

4.2.3 OPPORTUNITIES 58
4.2.3.1 AI-driven predictive maintenance is creating new value streams 58
4.2.3.2 Electric vehicle growth is expanding demand for load analytics 58
4.2.3.3 Decentralized energy systems are driving edge analytics adoption 58
4.2.4 CHALLENGES 59
4.2.4.1 Demonstrating ROI across large-scale deployments remains difficult 59
4.2.4.2 Real-time processing requirements increase infrastructure complexity 59
4.3 UNMET NEEDS AND WHITE SPACES 60
4.3.1 UNMET NEEDS IN ENERGY AND UTILITIES ANALYTICS MARKET 60
4.3.2 WHITE SPACE OPPORTUNITIES 60
4.4 INTERCONNECTED MARKETS AND CROSS-SECTOR OPPORTUNITIES 61
4.4.1 INTERCONNECTED MARKETS 61
4.4.2 CROSS-SECTOR OPPORTUNITIES 61
4.5 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 62
5 INDUSTRY TRENDS 63
5.1 EVOLUTION OF ENERGY AND UTILITIES ANALYTICS 63
5.2 PORTER’S FIVE FORCES ANALYSIS 65
5.2.1 THREAT OF NEW ENTRANTS 66
5.2.2 THREAT OF SUBSTITUTES 66
5.2.3 BARGAINING POWER OF SUPPLIERS 66
5.2.4 BARGAINING POWER OF BUYERS 66
5.2.5 INTENSITY OF COMPETITIVE RIVALRY 67
5.3 MACROECONOMIC OUTLOOK 67
5.3.1 INTRODUCTION 67
5.3.2 GDP TRENDS AND FORECAST 67
5.3.3 TRENDS IN GLOBAL ARTIFICIAL INTELLIGENCE (AI) INDUSTRY 69
5.3.4 TRENDS IN GLOBAL SMART GRID & DIGITAL UTILITY INDUSTRY 69
5.4 SUPPLY CHAIN ANALYSIS 70
5.5 ECOSYSTEM ANALYSIS 72
5.5.1 GRID & NETWORK ANALYTICS PROVIDERS 74
5.5.2 ASSET & OPERATIONS ANALYTICS PROVIDERS 75
5.5.3 CUSTOMER AND COMMERCIAL ANALYTICS 75
5.5.4 ENERGY PRODUCTION & DER ANALYTICS 75
5.5.5 ENERGY TRADING & MARKET ANALYTICS PROVIDERS 76
5.5.6 SUSTAINABILITY & ESG ANALYTICS PROVIDERS 76
5.6 PRICING ANALYSIS 76
5.6.1 AVERAGE SELLING PRICE OF OFFERINGS, BY KEY PLAYER, 2025 77
5.6.2 AVERAGE SELLING PRICE, BY APPLICATION 78
5.7 KEY CONFERENCES AND EVENTS, 2026–2027 79
5.8 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 80
5.9 INVESTMENT AND FUNDING SCENARIO 81
5.10 CASE STUDY ANALYSIS 82
5.10.1 SIEMENS ADVANTA AND BKW ENABLE SCALABLE DIGITAL UTILITY TRANSFORMATION 82
5.10.2 GE VERNOVA AND DUKE ENERGY IMPROVE POWER PLANT PERFORMANCE THROUGH DIGITAL MONITORING 83
5.10.3 IBM AND ANGLIAN WATER MODERNIZE UTILITY DATA MANAGEMENT AND OPERATION 83
5.10.4 ABB AND EYA-BANTU ENABLE DIGITALIZED UTILITY OPERATIONS THROUGH ADVANCED ANALYTICS 84
5.10.5 GOOGLE CLOUD AND ENERGYWORX ENABLE SCALABLE SMART ENERGY ANALYTICS PLATFORM 85
6 STRATEGIC DISRUPTION: PATENTS, DIGITAL, AND AI ADOPTION 86
6.1 KEY EMERGING TECHNOLOGIES 86
6.1.1 ADVANCED METERING INFRASTRUCTURE (AMI) 86
6.1.2 MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE 86
6.1.3 DISTRIBUTED ENERGY RESOURCE MANAGEMENT SYSTEMS (DERMS) 86
6.1.4 DIGITAL TWIN TECHNOLOGY 86
6.2 COMPLEMENTARY TECHNOLOGIES 87
6.2.1 EDGE COMPUTING 87
6.2.2 CLOUD COMPUTING 87
6.2.3 INTERNET OF THINGS (IOT) 87
6.3 ADJACENT TECHNOLOGIES 87
6.3.1 BLOCKCHAIN FOR ENERGY TRANSACTIONS 87
6.3.2 IEC COMMON INFORMATION MODEL (CIM) 88
6.3.3 GEOGRAPHIC INFORMATION SYSTEMS (GIS) 88
6.4 PATENT ANALYSIS 88
6.4.1 METHODOLOGY 88
6.4.2 PATENTS FILED, BY DOCUMENT TYPE 88
6.4.3 INNOVATION AND PATENT APPLICATIONS 89
6.5 IMPACT OF AI ON ENERGY AND UTILITIES ANALYTICS MARKET 93
6.5.1 BEST PRACTICES IN ENERGY AND UTILITIES ANALYTICS MARKET 94
6.5.2 INTERCONNECTED ECOSYSTEM AND IMPACT ON MARKET PLAYERS IN AI-DRIVEN ENERGY AND UTILITIES ANALYTICS 95
6.5.3 CLIENTS’ READINESS TO ADOPT AI-INTEGRATED ENERGY
AND UTILITIES ANALYTICS 95
7 REGULATORY LANDSCAPE 96
7.1 REGIONAL REGULATIONS AND COMPLIANCE 96
7.1.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96
7.1.2 KEY REGULATIONS 99
7.1.2.1 North America 99
7.1.2.1.1 Federal Energy Regulatory Commission FERC Order 2222 (US) 99
7.1.2.1.2 North American Electric Reliability Corporation Critical Infrastructure Protection Framework (NERC CIP) (US) 100
7.1.2.1.3 Canadian Energy Regulator Act (Canada) 101
7.1.2.2 Europe 101
7.1.2.2.1 Electricity Regulation 2019/943 and Internal Electricity Market Framework (European Union) 101
7.1.2.2.2 NIS2 Directive Framework (Network and Information Security Directive 2) (European Union) 102
7.1.2.2.3 Energy Act 2023(UK) 103
7.1.2.2.4 Bundesnetzagentur Energy Industry Act (Germany) 104
7.1.2.2.5 Commission de Régulation de l’Énergie (CRE) Framework (France) 104
7.1.2.2.6 Autorità di Regolazione per Energia Reti e Ambiente Framework (ARERA) (Italy) 105
7.1.2.3 Asia Pacific 106
7.1.2.3.1 Energy Law of the People’s Republic of China (China) 106
7.1.2.3.2 Electricity Act, 2003 (India) 107
7.1.2.3.3 Basic Act on Energy Policy (2002) (Japan) 107
7.1.2.4 Middle East & Africa 108
7.1.2.4.1 The Electricity Law (Royal Decree No. M/44) (Saudi Arabia) 108
7.1.2.4.2 Federal Decree-Law No. 11 of 2024 (UAE) 109
7.1.2.4.3 Electricity Market Law No. 6446 (Turkey) 110
7.1.2.4.4 Electricity Regulation Act, 2006 (South Africa) 110
7.1.2.5 Latin America 111
7.1.2.5.1 Agência Nacional de Energia Elétrica Framework (ANEE) (Brazil) 111
7.1.2.5.2 Ley del Sector Eléctrico (LESE) (Mexico) 112
7.1.3 INDUSTRY STANDARDS 112
8 CUSTOMER LANDSCAPE & BUYER BEHAVIOR 115
8.1 DECISION-MAKING PROCESS 115
8.2 KEY STAKEHOLDERS INVOLVED IN BUYING PROCESS AND THEIR EVALUATION CRITERIA 117
8.2.1 KEY STAKEHOLDERS IN BUYING PROCESS 117
8.2.2 BUYING CRITERIA 118
8.3 ADOPTION BARRIERS & INTERNAL CHALLENGES 119
8.4 UNMET NEEDS FROM VARIOUS INDUSTRY END USERS 121
9 ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING 122
9.1 INTRODUCTION 123
9.1.1 OFFERING: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 123
9.2 PLATFORMS 124
9.2.1 ENABLING UTILITY DATA INTEGRATION, OPERATIONAL MONITORING,
AND REAL-TIME ANALYTICS ACROSS ENERGY INFRASTRUCTURE 124
9.3 SERVICES 126
9.3.1 PROFESSIONAL SERVICES 127
9.3.1.1 Enhancing utility modernization and analytics adoption through expert consulting, integration, and technical support services 127
9.3.1.2 Consulting & advisory 128
9.3.1.3 System integration & deployment 128
9.3.1.4 Custom analytics & model development 128
9.3.1.5 Support & maintenance 128
9.3.2 MANAGED SERVICES 129
9.3.2.1 Supporting analytics operations and infrastructure management through outsourced monitoring and technical support services 129
10 ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE 130
10.1 INTRODUCTION 131
10.1.1 DEPLOYMENT MODE: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 131
10.2 CLOUD 133
10.2.1 SUPPORTING SCALABLE ANALYTICS ACCESS AND CENTRALIZED DATA PROCESSING THROUGH CLOUD-BASED DEPLOYMENT MODELS 133
10.3 ON-PREMISES 134
10.3.1 STRENGTHENING DATA CONTROL AND INFRASTRUCTURE SECURITY THROUGH INTERNALLY MANAGED ANALYTICS ENVIRONMENTS 134
10.4 HYBRID 135
10.4.1 BALANCING OPERATIONAL FLEXIBILITY AND INFRASTRUCTURE CONTROL THROUGH INTEGRATED DEPLOYMENT ARCHITECTURES 135
10.5 EDGE 136
10.5.1 ENABLING REAL-TIME ANALYTICS PROCESSING AND LOW-LATENCY OPERATIONAL MONITORING ACROSS CONNECTED UTILITY INFRASTRUCTURE 136
11 ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION 137
11.1 INTRODUCTION 138
11.1.1 APPLICATION: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 138
11.2 GRID & NETWORK ANALYTICS 140
11.2.1 IMPROVING GRID VISIBILITY, RELIABILITY, AND OPERATIONAL PERFORMANCE THROUGH REAL-TIME NETWORK ANALYTICS APPLICATIONS 140
11.2.2 OUTAGE PREDICTION & RESTORATION 141
11.2.3 GRID RELIABILITY & PERFORMANCE 141
11.2.4 LOSS DETECTION 142
11.2.5 VOLTAGE OPTIMIZATION 142
11.3 ASSET & OPERATIONS ANALYTICS 142
11.3.1 IMPROVING INFRASTRUCTURE RELIABILITY AND OPERATIONAL EFFICIENCY THROUGH ASSET PERFORMANCE AND MAINTENANCE ANALYTICS 142
11.3.2 PREDICTIVE MAINTENANCE 143
11.3.3 ASSET HEALTH MONITORING 143
11.3.4 FAILURE PREDICTION 143
11.3.5 WORKFORCE/FIELD SERVICE OPTIMIZATION 144
11.4 CUSTOMER & COMMERCIAL ANALYTICS 144
11.4.1 SUPPORTING CUSTOMER MANAGEMENT, REVENUE OPERATIONS, AND ENERGY CONSUMPTION ANALYSIS THROUGH COMMERCIAL ANALYTICS APPLICATIONS 144
11.4.2 CUSTOMER SEGMENTATION & CHURN 145
11.4.3 BILLING & REVENUE ANALYTICS 145
11.4.4 CONSUMPTION INSIGHTS 145
11.4.5 DEMAND-SIDE ANALYTICS 146
11.5 ENERGY PRODUCTION & DER ANALYTICS 146
11.5.1 SUPPORTING DISTRIBUTED ENERGY MANAGEMENT AND GENERATION PERFORMANCE MONITORING THROUGH PRODUCTION ANALYTICS APPLICATIONS 146
11.5.2 RENEWABLE FORECASTING (WIND/SOLAR) 147
11.5.3 DER OPTIMIZATION 147
11.5.4 VIRTUAL POWER PLANTS (VPP) 147
11.5.5 GENERATION PERFORMANCE ANALYTICS 148
11.6 ENERGY TRADING & MARKET ANALYTICS 148
11.6.1 SUPPORTING ENERGY MARKET OPERATIONS AND TRADING DECISION-MAKING THROUGH MARKET ANALYTICS APPLICATIONS 148
11.6.2 PRICE FORECASTING 149
11.6.3 TRADING OPTIMIZATION 149
11.6.4 RISK ANALYTICS 149
11.6.5 PORTFOLIO OPTIMIZATION 150
11.7 SUSTAINABILITY & ESG ANALYTICS 150
11.7.1 SUPPORTING EMISSIONS MONITORING AND SUSTAINABILITY REPORTING THROUGH ESG ANALYTICS APPLICATIONS 150
11.7.2 CARBON ACCOUNTING 151
11.7.3 EMISSIONS TRACKING 151
11.7.4 ESG REPORTING 151
11.7.5 ENERGY EFFICIENCY ANALYTICS 152
11.8 OTHER APPLICATIONS 152
12 ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE 154
12.1 INTRODUCTION 155
12.1.1 DEPLOYMENT MODE: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 155
12.2 LARGE INTEGRATED UTILITIES 157
12.2.1 MANAGING LARGE-SCALE UTILITY INFRASTRUCTURE AND OPERATIONAL NETWORKS THROUGH ENTERPRISE ANALYTICS APPLICATIONS 157
12.3 MID-SIZE/REGIONAL UTILITIES 158
12.3.1 SUPPORTING OPERATIONAL VISIBILITY AND INFRASTRUCTURE MANAGEMENT THROUGH UTILITY ANALYTICS APPLICATIONS 158
12.4 INDEPENDENT POWER PRODUCERS (IPPS) 159
12.4.1 SUPPORTING GENERATION PERFORMANCE AND RENEWABLE ENERGY OPERATIONS THROUGH PRODUCTION ANALYTICS APPLICATIONS 159

12.5 ENERGY RETAILERS/AGGREGATORS 160
12.5.1 MANAGING CUSTOMER OPERATIONS AND ENERGY DEMAND THROUGH COMMERCIAL AND MARKET ANALYTICS APPLICATIONS 160
12.6 COMMERCIAL & INDUSTRIAL (C&I) ENERGY USERS 161
12.6.1 MANAGING CUSTOMER OPERATIONS AND ENERGY DEMAND THROUGH COMMERCIAL AND MARKET ANALYTICS APPLICATIONS 161
13 ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER 162
13.1 INTRODUCTION 163
13.1.1 END USER: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 163
13.2 POWER UTILITIES 165
13.2.1 SUPPORTING GRID OPERATIONS AND ENERGY DELIVERY MANAGEMENT THROUGH UTILITY ANALYTICS APPLICATIONS 165
13.2.2 GENERATION 166
13.2.3 TRANSMISSION 166
13.2.4 DISTRIBUTION 166
13.2.5 RETAIL 166
13.3 OIL & GAS 167
13.3.1 SUPPORTING HYDROCARBON OPERATIONS AND INFRASTRUCTURE MONITORING THROUGH ENERGY ANALYTICS APPLICATIONS 167
13.3.2 UPSTREAM 168
13.3.3 MIDSTREAM 168
13.3.4 DOWNSTREAM 168
13.4 RENEWABLE ENERGY OPERATORS 169
13.4.1 SUPPORTING RENEWABLE ENERGY GENERATION AND DISTRIBUTED ENERGY MONITORING THROUGH ANALYTICS APPLICATIONS 169
13.5 WATER & WASTE UTILITIES 170
13.5.1 SUPPORTING WATER DISTRIBUTION AND WASTE INFRASTRUCTURE MONITORING THROUGH UTILITY ANALYTICS APPLICATIONS 170
14 ENERGY AND UTILITIES ANALYTICS MARKET, BY REGION 171
14.1 INTRODUCTION 172
14.2 NORTH AMERICA 174
14.2.1 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 174
14.2.2 US 179
14.2.2.1 Highly mature utility analytics market driven by smart grid expansion and enterprise-wide operational intelligence adoption 179
14.2.3 CANADA 184
14.2.3.1 Advanced utility infrastructure transformation market supported by renewable integration and grid resilience modernization 184
14.3 EUROPE 188
14.3.1 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 189
14.3.2 UK 193
14.3.2.1 Mature utility analytics market driven by offshore wind integration and distribution network digitization 193
14.3.3 GERMANY 198
14.3.3.1 Decentralized energy optimization market driven by renewable balancing and industrial grid intelligence requirements 198
14.3.4 FRANCE 202
14.3.4.1 Centralized utility intelligence market supported by nuclear grid stability and transmission reliability optimization 202
14.3.5 SPAIN 206
14.3.5.1 Renewable integration-driven utility analytics market supported by wind and solar grid balancing requirements 206
14.3.6 REST OF EUROPE 211
14.4 ASIA PACIFIC 215
14.4.1 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 215
14.4.2 CHINA 220
14.4.2.1 Large-scale utility intelligence market driven by ultra-high-voltage grid expansion and renewable integration optimization 220
14.4.3 INDIA 225
14.4.3.1 High-growth utility modernization market driven by smart metering expansion and transmission efficiency improvement 225
14.4.4 JAPAN 229
14.4.4.1 Reliability-focused utility analytics market supported by advanced grid operations and disaster resilience requirements 229
14.4.5 ASEAN 233
14.4.5.1 Emerging utility digitization market supported by urban electricity demand growth and grid modernization initiatives 233
14.4.6 REST OF ASIA PACIFIC 237
14.5 MIDDLE EAST & AFRICA 242
14.5.1 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 242
14.5.2 SAUDI ARABIA 247
14.5.2.1 Large-scale utility modernization market driven by smart grid deployment and renewable energy expansion 247
14.5.3 UNITED ARAB EMIRATES (UAE) 251
14.5.3.1 Digitally advanced utility analytics market supported by smart infrastructure and centralized operational intelligence deployment 251
14.5.4 TURKEY 256
14.5.4.1 Utility infrastructure modernization market supported by transmission expansion and renewable integration requirements 256
14.5.5 SOUTH AFRICA 260
14.5.5.1 Grid reliability-focused utility analytics market supported by infrastructure monitoring and outage management requirements 260
14.5.6 REST OF MIDDLE EAST & AFRICA 264
14.6 LATIN AMERICA 268
14.6.1 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET DRIVERS 269
14.6.2 BRAZIL 273
14.6.2.1 Renewable-intensive utility analytics market supported by hydropower optimization and grid modernization initiatives 273
14.6.3 MEXICO 278
14.6.3.1 Utility infrastructure efficiency market supported by transmission modernization and operational visibility improvement 278
14.6.4 REST OF LATIN AMERICA 282
15 COMPETITIVE LANDSCAPE 287
15.1 OVERVIEW 287
15.2 KEY PLAYER STRATEGIES, 2021–2026 287
15.3 REVENUE ANALYSIS, 2021–2025 290
15.4 MARKET SHARE ANALYSIS, 2025 291
15.4.1 MARKET RANKING ANALYSIS, 2025 292
15.5 PRODUCT COMPARATIVE ANALYSIS 295
15.5.1 PRODUCT COMPARATIVE ANALYSIS OF ENERGY AND UTILITIES ANALYTICS PLATFORMS 295
15.6 COMPANY EVALUATION MATRIX: KEY PLAYERS 297
15.6.1 STARS 297
15.6.2 EMERGING LEADERS 297
15.6.3 PERVASIVE PLAYERS 297
15.6.4 PARTICIPANTS 298
15.6.5 COMPANY FOOTPRINT: KEY PLAYERS, 2025 299
15.6.5.1 Company footprint 299
15.6.5.2 Regional footprint 300
15.6.5.3 Offering footprint 301
15.6.5.4 Application footprint 302
15.6.5.5 Organization type footprint 303
15.6.5.6 End user footprint 304
15.7 COMPANY EVALUATION MATRIX: STARTUPS/SMES 305
15.7.1 PROGRESSIVE COMPANIES 305
15.7.2 RESPONSIVE COMPANIES 305
15.7.3 DYNAMIC COMPANIES 305
15.7.4 STARTING BLOCKS 305
15.7.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2025 307
15.7.5.1 Detailed list of key startups/SMEs 307
15.7.5.2 Competitive benchmarking of key startups/SMEs 308
15.8 COMPANY VALUATION AND FINANCIAL METRICS 309
15.9 COMPETITIVE SCENARIO 310
15.9.1 PRODUCT LAUNCHES AND ENHANCEMENTS 310
15.9.2 DEALS 311

16 COMPANY PROFILES 312
16.1 INTRODUCTION 312
16.2 KEY PLAYERS 312
16.2.1 SIEMENS 312
16.2.1.1 Business overview 312
16.2.1.2 Products/Solutions/Services offered 314
16.2.1.3 Recent developments 316
16.2.1.3.1 Product launches and enhancements 316
16.2.1.3.2 Deals 317
16.2.1.4 MnM view 320
16.2.1.4.1 Key strengths 320
16.2.1.4.2 Strategic choices 320
16.2.1.4.3 Weaknesses and competitive threats 320
16.2.2 ABB 321
16.2.2.1 Business overview 321
16.2.2.2 Products/Solutions/Services offered 322
16.2.2.3 Recent developments 325
16.2.2.3.1 Product launches and enhancements 325
16.2.2.3.2 Deals 326
16.2.2.4 MnM view 329
16.2.2.4.1 Key strengths 329
16.2.2.4.2 Strategic choices 329
16.2.2.4.3 Weaknesses and competitive threats 329
16.2.3 GE VERNOVA 330
16.2.3.1 Business overview 330
16.2.3.2 Products/Solutions/Services offered 332
16.2.3.3 Recent developments 333
16.2.3.3.1 Product launches and enhancements 333
16.2.3.3.2 Deals 334
16.2.3.4 MnM view 336
16.2.3.4.1 Key strengths 336
16.2.3.4.2 Strategic choices 336
16.2.3.4.3 Weaknesses and competitive threats 336
16.2.4 AUTODESK 337
16.2.4.1 Business overview 337
16.2.4.2 Products/Solutions/Services offered 338
16.2.4.3 Recent developments 340
16.2.4.3.1 Product launches and enhancements 340
16.2.4.3.2 Deals 341

16.2.4.4 MnM view 343
16.2.4.4.1 Key strengths 343
16.2.4.4.2 Strategic choices 343
16.2.4.4.3 Weaknesses and competitive threats 343
16.2.5 IBM 344
16.2.5.1 Business overview 344
16.2.5.2 Products/Solutions/Services offered 345
16.2.5.3 Recent developments 347
16.2.5.3.1 Product launches and enhancements 347
16.2.5.3.2 Deals 348
16.2.5.4 MnM view 350
16.2.5.4.1 Key strengths 350
16.2.5.4.2 Strategic choices 350
16.2.5.4.3 Weaknesses and competitive threats 350
16.2.6 SCHNEIDER ELECTRIC 351
16.2.6.1 Business overview 351
16.2.6.2 Products/Solutions/Services offered 352
16.2.6.3 Recent developments 353
16.2.6.3.1 Product launches and enhancements 353
16.2.6.3.2 Deals 355
16.2.7 GOOGLE 356
16.2.7.1 Business overview 356
16.2.7.2 Products/Solutions/Services offered 357
16.2.7.3 Recent developments 359
16.2.7.3.1 Product launches and enhancements 359
16.2.7.3.2 Deals 360
16.2.8 MICROSOFT 362
16.2.8.1 Business overview 362
16.2.8.2 Products/Solutions/Services offered 363
16.2.8.3 Recent developments 365
16.2.8.3.1 Product launches and enhancements 365
16.2.8.3.2 Deals 367
16.2.9 ORACLE 368
16.2.9.1 Business overview 368
16.2.9.2 Products/Solutions/Services offered 369
16.2.9.3 Recent developments 371
16.2.9.3.1 Product launches and enhancements 371
16.2.9.3.2 Deals 372

16.2.10 SAP 373
16.2.10.1 Business overview 373
16.2.10.2 Products/Solutions/Services offered 374
16.2.10.3 Recent developments 376
16.2.10.3.1 Product launches and enhancements 376
16.2.10.3.2 Deals 377
16.2.11 HITACHI ENERGY 379
16.2.12 BENTLEY SYSTEMS 380
16.2.13 SAS INSTITUTE 381
16.2.14 TERADATA 382
16.2.15 SNOWFLAKE 383
16.2.16 ITRON 384
16.2.17 INFOR 385
16.2.18 AVEVA 386
16.2.19 AWS 387
16.2.20 SALESFORCE 388
16.2.21 PALANTIR 389
16.2.22 DATABRICKS 390
16.2.23 FIS 391
16.2.24 ION GROUP 392
16.2.25 LANDIS+GYR 393
16.3 STARTUP/SME PROFILES 394
16.3.1 ENEL X 394
16.3.2 NEXT KRAFTWERKE 395
16.3.3 TIBCO 396
16.3.4 KUBRA 397
16.3.5 ENERGY HUB 398
16.3.6 KX 399
16.3.7 AMPHORA 400
16.3.8 SPHERA 401
16.3.9 ENABLON 402
16.3.10 PERSEFONI 403
16.3.11 C3.AI 404
16.3.12 UPLIGHT 405
16.3.13 ENERGYCAP 406
16.3.14 VOLTUS 407

17 RESEARCH METHODOLOGY 408
17.1 RESEARCH DATA 408
17.1.1 SECONDARY DATA 409
17.1.2 PRIMARY DATA 409
17.1.2.1 Breakup of primary profiles 410
17.1.2.2 Key industry insights 411
17.2 DATA TRIANGULATION 412
17.3 MARKET SIZE ESTIMATION 413
17.3.1 TOP-DOWN APPROACH 413
17.3.2 BOTTOM-UP APPROACH 414
17.4 MARKET FORECAST 417
17.5 RESEARCH ASSUMPTIONS 418
17.6 LIMITATIONS 420
18 APPENDIX 421
18.1 DISCUSSION GUIDE 421
18.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 427
18.3 CUSTOMIZATION OPTIONS 429
18.4 RELATED REPORTS 429
18.5 AUTHOR DETAILS 430

LIST OF TABLES

TABLE 1 INCLUSIONS AND EXCLUSIONS 39
TABLE 2 UNITED STATES DOLLAR EXCHANGE RATE, 2021–2025 41
TABLE 3 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 62
TABLE 4 IMPACT OF PORTER’S FIVE FORCES ON ENERGY AND UTILITIES
ANALYTICS MARKET 65
TABLE 5 GDP PERCENTAGE CHANGE, BY KEY COUNTRY, 2021–2030 68
TABLE 6 ENERGY AND UTILITIES ANALYTICS: ROLE OF COMPANIES IN ECOSYSTEM 72
TABLE 7 AVERAGE SELLING PRICE OF OFFERING, BY KEY PLAYER, 2025 77
TABLE 8 AVERAGE SELLING PRICE, BY APPLICATION, 2025 78
TABLE 9 ENERGY AND UTILITIES ANALYTICS MARKET: LIST OF CONFERENCES
AND EVENTS, 2026–2027 79
TABLE 10 PATENTS FILED, 2016–2025 88
TABLE 11 LIST OF TOP PATENTS IN ENERGY AND UTILITIES ANALYTICS MARKET, 2025–2026 90
TABLE 12 TOP USE CASES AND MARKET POTENTIAL 93
TABLE 13 BEST PRACTICES: COMPANIES IMPLEMENTING USE CASES 94
TABLE 14 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 96
TABLE 15 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 97
TABLE 16 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 97
TABLE 17 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 98
TABLE 18 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 99
TABLE 19 GLOBAL INDUSTRY STANDARDS FOR SMART GRID & INFRASTRUCTURE ANALYTICS 113
TABLE 20 GLOBAL INDUSTRY STANDARDS FOR ENERGY DATA MANAGEMENT & CYBERSECURITY 113
TABLE 21 GLOBAL INDUSTRY STANDARDS FOR ENERGY MANAGEMENT,
SMART METERING & DEMAND RESPONSE 113
TABLE 22 GLOBAL INDUSTRY STANDARDS FOR RENEWABLE ENERGY MONITORING
& GRID INTEGRATION 114
TABLE 23 GLOBAL INDUSTRY STANDARDS FOR AI-ENABLED ANALYTICS &
OPERATIONAL INTELLIGENCE 114
TABLE 24 GLOBAL INDUSTRY STANDARDS FOR PREDICTIVE MAINTENANCE
& ASSET PERFORMANCE 114
TABLE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP END USERS 117
TABLE 26 KEY BUYING CRITERIA FOR TOP THREE END USERS 118
TABLE 27 UNMET NEEDS IN ENERGY AND UTILITIES ANALYTICS MARKET,
BY INDUSTRY END USER 121
TABLE 28 ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2021–2025 (USD MILLION) 124
TABLE 29 ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2026–2031 (USD MILLION) 124
TABLE 30 ENERGY AND UTILITIES ANALYTICS PLATFORMS MARKET,
BY REGION, 2021–2025 (USD MILLION) 125
TABLE 31 ENERGY AND UTILITIES ANALYTICS PLATFORMS MARKET,
BY REGION, 2026–2031 (USD MILLION) 125
TABLE 32 ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2021–2025 (USD MILLION) 126
TABLE 33 ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2026–2031 (USD MILLION) 126
TABLE 34 PROFESSIONAL SERVICES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 127
TABLE 35 PROFESSIONAL SERVICES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 127
TABLE 36 MANAGED SERVICES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 129
TABLE 37 MANAGED SERVICES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 129
TABLE 38 ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2021–2025 (USD MILLION) 132
TABLE 39 ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2026–2031 (USD MILLION) 132
TABLE 40 CLOUD-BASED ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 133
TABLE 41 CLOUD-BASED ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 133
TABLE 42 ON-PREMISE ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 134
TABLE 43 ON-PREMISE ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 134
TABLE 44 HYBRID ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 135
TABLE 45 HYBRID ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 135
TABLE 46 EDGE-BASED ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2021–2025 (USD MILLION) 136
TABLE 47 EDGE-BASED ENERGY AND UTILITIES ANALYTICS MARKET,
BY REGION, 2026–2031 (USD MILLION) 136
TABLE 48 ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 139
TABLE 49 ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2026–2031 (USD MILLION) 140
TABLE 50 ENERGY AND UTILITIES ANALYTICS MARKET FOR GRID AND NETWORK ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 141
TABLE 51 ENERGY AND UTILITIES ANALYTICS MARKET FOR GRID AND NETWORK ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 141
TABLE 52 ENERGY AND UTILITIES ANALYTICS MARKET FOR ASSET AND OPERATIONS ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 142
TABLE 53 ENERGY AND UTILITIES ANALYTICS MARKET FOR ASSET AND OPERATIONS ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 143
TABLE 54 ENERGY AND UTILITIES ANALYTICS MARKET FOR CUSTOMER AND COMMERCIAL ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 144
TABLE 55 ENERGY AND UTILITIES ANALYTICS MARKET FOR CUSTOMER AND COMMERCIAL ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 145
TABLE 56 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY PRODUCTION AND DER ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 146
TABLE 57 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY PRODUCTION
AND DER ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 147
TABLE 58 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY TRADING AND MARKET ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 148
TABLE 59 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY TRADING AND MARKET ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 149
TABLE 60 ENERGY AND UTILITIES ANALYTICS MARKET FOR SUSTAINABILITY AND ESG ANALYTICS, BY REGION, 2021–2025 (USD MILLION) 150
TABLE 61 ENERGY AND UTILITIES ANALYTICS MARKET FOR SUSTAINABILITY AND ESG ANALYTICS, BY REGION, 2026–2031 (USD MILLION) 151
TABLE 62 ENERGY AND UTILITIES ANALYTICS MARKET FOR OTHER APPLICATIONS,
BY REGION, 2021–2025 (USD MILLION) 152
TABLE 63 ENERGY AND UTILITIES ANALYTICS MARKET FOR OTHER APPLICATIONS,
BY REGION, 2026–2031 (USD MILLION) 153
TABLE 64 ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2021–2025 (USD MILLION) 156
TABLE 65 ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2026–2031 (USD MILLION) 156
TABLE 66 ENERGY AND UTILITIES ANALYTICS MARKET FOR LARGE INTEGRATED UTILITIES, BY REGION, 2021–2025 (USD MILLION) 157
TABLE 67 ENERGY AND UTILITIES ANALYTICS MARKET FOR LARGE INTEGRATED UTILITIES, BY REGION, 2026–2031 (USD MILLION) 157
TABLE 68 ENERGY AND UTILITIES ANALYTICS MARKET FOR MID-SIZE AND REGIONAL UTILITIES, BY REGION, 2021–2025 (USD MILLION) 158
TABLE 69 ENERGY AND UTILITIES ANALYTICS MARKET FOR MID-SIZE AND REGIONAL UTILITIES, BY REGION, 2026–2031 (USD MILLION) 158
TABLE 70 ENERGY AND UTILITIES ANALYTICS MARKET FOR INDEPENDENT POWER PRODUCERS, BY REGION, 2021–2025 (USD MILLION) 159
TABLE 71 ENERGY AND UTILITIES ANALYTICS MARKET FOR INDEPENDENT POWER PRODUCERS, BY REGION, 2026–2031 (USD MILLION) 159
TABLE 72 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY RETAILERS/AGGREGATORS, BY REGION, 2021–2025 (USD MILLION) 160
TABLE 73 ENERGY AND UTILITIES ANALYTICS MARKET FOR ENERGY RETAILERS/AGGREGATORS, BY REGION, 2026–2031 (USD MILLION) 160
TABLE 74 ENERGY AND UTILITIES ANALYTICS MARKET FOR COMMERCIAL
AND INDUSTRIAL ENERGY USERS, BY REGION, 2021–2025 (USD MILLION) 161
TABLE 75 ENERGY AND UTILITIES ANALYTICS MARKET FOR COMMERCIAL
AND INDUSTRIAL ENERGY USERS, BY REGION, 2026–2031 (USD MILLION) 161
TABLE 76 ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2021–2025 (USD MILLION) 164
TABLE 77 ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2026–2031 (USD MILLION) 164
TABLE 78 ENERGY AND UTILITIES ANALYTICS MARKET FOR POWER UTILITIES,
BY REGION, 2021–2025 (USD MILLION) 165
TABLE 79 ENERGY AND UTILITIES ANALYTICS MARKET FOR POWER UTILITIES,
BY REGION, 2026–2031 (USD MILLION) 165
TABLE 80 ENERGY AND UTILITIES ANALYTICS MARKET FOR OIL & GAS END USERS,
BY REGION, 2021–2025 (USD MILLION) 167
TABLE 81 ENERGY AND UTILITIES ANALYTICS MARKET FOR OIL & GAS END USERS,
BY REGION, 2026–2031 (USD MILLION) 167
TABLE 82 ENERGY AND UTILITIES ANALYTICS MARKET FOR RENEWABLE ENERGY OPERATORS, BY REGION, 2021–2025 (USD MILLION) 169
TABLE 83 ENERGY AND UTILITIES ANALYTICS MARKET FOR RENEWABLE ENERGY OPERATORS, BY REGION, 2026–2031 (USD MILLION) 169
TABLE 84 ENERGY AND UTILITIES ANALYTICS MARKET FOR WATER & WASTE UTILITIES,
BY REGION, 2021–2025 (USD MILLION) 170
TABLE 85 ENERGY AND UTILITIES ANALYTICS MARKET FOR WATER & WASTE UTILITIES,
BY REGION, 2026–2031 (USD MILLION) 170
TABLE 86 ENERGY AND UTILITIES ANALYTICS MARKET, BY REGION,
2021–2025 (USD MILLION) 173
TABLE 87 ENERGY AND UTILITIES ANALYTICS MARKET, BY REGION,
2026–2031 (USD MILLION) 173
TABLE 88 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 175
TABLE 89 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 175
TABLE 90 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 176
TABLE 91 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 176
TABLE 92 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 176
TABLE 93 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 176
TABLE 94 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 177
TABLE 95 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 177
TABLE 96 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 177
TABLE 97 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 178
TABLE 98 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 178
TABLE 99 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 178
TABLE 100 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2021–2025 (USD MILLION) 179
TABLE 101 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2026–2031 (USD MILLION) 179
TABLE 102 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2021–2025 (USD MILLION) 180
TABLE 103 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2026–2031 (USD MILLION) 180
TABLE 104 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2021–2025 (USD MILLION) 180
TABLE 105 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2026–2031 (USD MILLION) 181
TABLE 106 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2021–2025 (USD MILLION) 181
TABLE 107 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2026–2031 (USD MILLION) 181
TABLE 108 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 182
TABLE 109 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2026–2031 (USD MILLION) 182
TABLE 110 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2021–2025 (USD MILLION) 182
TABLE 111 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2026–2031 (USD MILLION) 183
TABLE 112 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2021–2025 (USD MILLION) 183
TABLE 113 US: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2026–2031 (USD MILLION) 183
TABLE 114 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2021–2025 (USD MILLION) 185
TABLE 115 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2026–2031 (USD MILLION) 185
TABLE 116 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2021–2025 (USD MILLION) 185
TABLE 117 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2026–2031 (USD MILLION) 185
TABLE 118 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 186
TABLE 119 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 186
TABLE 120 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 186
TABLE 121 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2026–2031 (USD MILLION) 187
TABLE 122 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 187
TABLE 123 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 187
TABLE 124 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2021–2025 (USD MILLION) 188
TABLE 125 CANADA: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2026–2031 (USD MILLION) 188
TABLE 126 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2021–2025 (USD MILLION) 189
TABLE 127 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2026–2031 (USD MILLION) 189
TABLE 128 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2021–2025 (USD MILLION) 190
TABLE 129 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2026–2031 (USD MILLION) 190
TABLE 130 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 190
TABLE 131 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 190
TABLE 132 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 191
TABLE 133 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2026–2031 (USD MILLION) 191
TABLE 134 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 191
TABLE 135 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 192
TABLE 136 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 192
TABLE 137 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 192
TABLE 138 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2021–2025 (USD MILLION) 193
TABLE 139 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2026–2031 (USD MILLION) 193
TABLE 140 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2021–2025 (USD MILLION) 194
TABLE 141 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING,
2026–2031 (USD MILLION) 194
TABLE 142 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2021–2025 (USD MILLION) 195
TABLE 143 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE,
2026–2031 (USD MILLION) 195
TABLE 144 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2021–2025 (USD MILLION) 195
TABLE 145 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE,
2026–2031 (USD MILLION) 195
TABLE 146 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 196
TABLE 147 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION,
2026–2031 (USD MILLION) 196
TABLE 148 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2021–2025 (USD MILLION) 196
TABLE 149 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE,
2026–2031 (USD MILLION) 197
TABLE 150 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2021–2025 (USD MILLION) 197
TABLE 151 UK: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER,
2026–2031 (USD MILLION) 197
TABLE 152 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 198
TABLE 153 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 199
TABLE 154 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 199
TABLE 155 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 199
TABLE 156 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 199
TABLE 157 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 200
TABLE 158 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 200
TABLE 159 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 200
TABLE 160 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 201
TABLE 161 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 201
TABLE 162 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 201
TABLE 163 GERMANY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 202
TABLE 164 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 203
TABLE 165 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 203
TABLE 166 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 203
TABLE 167 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 203
TABLE 168 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 204
TABLE 169 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 204
TABLE 170 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 204
TABLE 171 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 205
TABLE 172 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 205
TABLE 173 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 205
TABLE 174 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 206
TABLE 175 FRANCE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 206
TABLE 176 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 207
TABLE 177 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 207
TABLE 178 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 207
TABLE 179 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 208
TABLE 180 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 208
TABLE 181 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 208
TABLE 182 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 209
TABLE 183 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 209
TABLE 184 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 209
TABLE 185 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 210
TABLE 186 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 210
TABLE 187 SPAIN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 210
TABLE 188 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 211
TABLE 189 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 211
TABLE 190 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICES, 2021–2025 (USD MILLION) 212
TABLE 191 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICES, 2026–2031 (USD MILLION) 212
TABLE 192 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 212
TABLE 193 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 212
TABLE 194 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 213
TABLE 195 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 213
TABLE 196 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 213
TABLE 197 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 214
TABLE 198 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 214
TABLE 199 REST OF EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 214
TABLE 200 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 216
TABLE 201 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 216
TABLE 202 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 217
TABLE 203 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 217
TABLE 204 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 217
TABLE 205 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 217
TABLE 206 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 218
TABLE 207 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 218
TABLE 208 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 218
TABLE 209 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 219
TABLE 210 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 219
TABLE 211 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 219
TABLE 212 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2021–2025 (USD MILLION) 220
TABLE 213 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2026–2031 (USD MILLION) 220
TABLE 214 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 221
TABLE 215 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 221
TABLE 216 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 222
TABLE 217 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 222
TABLE 218 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 222
TABLE 219 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 222
TABLE 220 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 223
TABLE 221 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 223
TABLE 222 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 223
TABLE 223 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 224
TABLE 224 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 224
TABLE 225 CHINA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 224
TABLE 226 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 225
TABLE 227 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 226
TABLE 228 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 226
TABLE 229 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 226
TABLE 230 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 226
TABLE 231 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 227
TABLE 232 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 227
TABLE 233 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 227
TABLE 234 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 228
TABLE 235 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 228
TABLE 236 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 228
TABLE 237 INDIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 229
TABLE 238 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 230
TABLE 239 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 230
TABLE 240 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 230
TABLE 241 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 230
TABLE 242 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 231
TABLE 243 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 231
TABLE 244 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 231
TABLE 245 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 232
TABLE 246 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 232
TABLE 247 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 232
TABLE 248 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 233
TABLE 249 JAPAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 233
TABLE 250 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 234
TABLE 251 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 234
TABLE 252 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 234
TABLE 253 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 235
TABLE 254 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 235
TABLE 255 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 235
TABLE 256 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 236
TABLE 257 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 236
TABLE 258 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 236
TABLE 259 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 237
TABLE 260 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 237
TABLE 261 ASEAN: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 237
TABLE 262 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 238
TABLE 263 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 238
TABLE 264 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 239
TABLE 265 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 239
TABLE 266 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 239
TABLE 267 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 239
TABLE 268 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 240
TABLE 269 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 240
TABLE 270 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 240
TABLE 271 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 241
TABLE 272 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 241
TABLE 273 REST OF ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 241
TABLE 274 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 243
TABLE 275 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 243
TABLE 276 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 243
TABLE 277 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 243
TABLE 278 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 244
TABLE 279 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 244
TABLE 280 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 244
TABLE 281 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 245
TABLE 282 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 245
TABLE 283 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 245
TABLE 284 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 246
TABLE 285 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 246
TABLE 286 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2021–2025 (USD MILLION) 246
TABLE 287 MIDDLE EAST & AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2026–2031 (USD MILLION) 247
TABLE 288 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 248
TABLE 289 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 248
TABLE 290 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 248
TABLE 291 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 248
TABLE 292 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 249
TABLE 293 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 249
TABLE 294 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 249
TABLE 295 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 250
TABLE 296 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 250
TABLE 297 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 250
TABLE 298 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 251
TABLE 299 SAUDI ARABIA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 251
TABLE 300 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 252
TABLE 301 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 252
TABLE 302 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 252
TABLE 303 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 253
TABLE 304 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 253
TABLE 305 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 253
TABLE 306 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 254
TABLE 307 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 254
TABLE 308 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 254
TABLE 309 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 255
TABLE 310 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 255
TABLE 311 UNITED ARAB EMIRATES: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 255
TABLE 312 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 256
TABLE 313 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 257
TABLE 314 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 257
TABLE 315 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 257
TABLE 316 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 257
TABLE 317 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 258
TABLE 318 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 258
TABLE 319 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 258
TABLE 320 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 259
TABLE 321 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 259
TABLE 322 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 259
TABLE 323 TURKEY: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 260
TABLE 324 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 261
TABLE 325 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 261
TABLE 326 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 261
TABLE 327 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 261
TABLE 328 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 262
TABLE 329 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 262
TABLE 330 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 262
TABLE 331 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 263
TABLE 332 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 263
TABLE 333 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 263
TABLE 334 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 264
TABLE 335 SOUTH AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 264
TABLE 336 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING, 2021–2025 (USD MILLION) 265
TABLE 337 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY OFFERING, 2026–2031 (USD MILLION) 265
TABLE 338 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE, 2021–2025 (USD MILLION) 265
TABLE 339 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY SERVICE, 2026–2031 (USD MILLION) 265
TABLE 340 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 266
TABLE 341 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 266
TABLE 342 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 266
TABLE 343 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY APPLICATION, 2026–2031 (USD MILLION) 267
TABLE 344 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 267
TABLE 345 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 267
TABLE 346 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER, 2021–2025 (USD MILLION) 268
TABLE 347 REST OF MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET, BY END USER, 2026–2031 (USD MILLION) 268
TABLE 348 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 269
TABLE 349 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 269
TABLE 350 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 270
TABLE 351 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 270
TABLE 352 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 270
TABLE 353 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 270
TABLE 354 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 271
TABLE 355 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 271
TABLE 356 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 271
TABLE 357 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 272
TABLE 358 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 272
TABLE 359 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 272
TABLE 360 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2021–2025 (USD MILLION) 273
TABLE 361 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY COUNTRY, 2026–2031 (USD MILLION) 273
TABLE 362 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 274
TABLE 363 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 274
TABLE 364 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 274
TABLE 365 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 275
TABLE 366 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 275
TABLE 367 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 275
TABLE 368 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 276
TABLE 369 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 276
TABLE 370 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 276
TABLE 371 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 277
TABLE 372 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 277
TABLE 373 BRAZIL: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 277
TABLE 374 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 278
TABLE 375 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 279
TABLE 376 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 279
TABLE 377 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 279
TABLE 378 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 279
TABLE 379 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 280
TABLE 380 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 280
TABLE 381 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 280
TABLE 382 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 281
TABLE 383 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 281
TABLE 384 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 281
TABLE 385 MEXICO: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 282
TABLE 386 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2021–2025 (USD MILLION) 283
TABLE 387 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY OFFERING, 2026–2031 (USD MILLION) 283
TABLE 388 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2021–2025 (USD MILLION) 283
TABLE 389 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY SERVICE, 2026–2031 (USD MILLION) 283
TABLE 390 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2021–2025 (USD MILLION) 284
TABLE 391 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY DEPLOYMENT MODE, 2026–2031 (USD MILLION) 284
TABLE 392 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2021–2025 (USD MILLION) 284
TABLE 393 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY APPLICATION, 2026–2031 (USD MILLION) 285
TABLE 394 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2021–2025 (USD MILLION) 285
TABLE 395 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY ORGANIZATION TYPE, 2026–2031 (USD MILLION) 285
TABLE 396 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2021–2025 (USD MILLION) 286
TABLE 397 REST OF LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET,
BY END USER, 2026–2031 (USD MILLION) 286
TABLE 398 OVERVIEW OF STRATEGIES ADOPTED BY KEY ENERGY AND UTILITIES ANALYTICS VENDORS, 2021–2026 287
TABLE 399 ENERGY AND UTILITIES ANALYTICS MARKET: DEGREE OF COMPETITION 292
TABLE 400 ENERGY AND UTILITIES ANALYTICS MARKET: REGIONAL FOOTPRINT
(25 PLAYERS), 2025 300
TABLE 401 ENERGY AND UTILITIES ANALYTICS MARKET: OFFERING FOOTPRINT (25 PLAYERS) 301
TABLE 402 ENERGY AND UTILITIES ANALYTICS MARKET: APPLICATION FOOTPRINT
(25 PLAYERS), 2025 302
TABLE 403 ENERGY AND UTILITIES ANALYTICS MARKET: ORGANIZATION TYPE
FOOTPRINT (25 PLAYERS), 2025 303
TABLE 404 ENERGY AND UTILITIES ANALYTICS MARKET: END USER FOOTPRINT
(25 PLAYERS), 2025 304
TABLE 405 ENERGY AND UTILITIES ANALYTICS MARKET: KEY STARTUPS/SMES, 2025 307
TABLE 406 ENERGY AND UTILITIES ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES, 2025 308
TABLE 407 ENERGY AND UTILITIES ANALYTICS MARKET: PRODUCT LAUNCHES
AND ENHANCEMENTS, JANUARY 2026–MAY 2026 310
TABLE 408 ENERGY AND UTILITIES ANALYTICS MARKET: DEALS, JANUARY 2026–MAY 2026 311
TABLE 409 SIEMENS: COMPANY OVERVIEW 313
TABLE 410 SIEMENS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 314
TABLE 411 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS 316
TABLE 412 SIEMENS: DEALS 317
TABLE 413 ABB: COMPANY OVERVIEW 321
TABLE 414 ABB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 322
TABLE 415 ABB: PRODUCT LAUNCHES AND ENHANCEMENTS 325
TABLE 416 ABB: DEALS 326
TABLE 417 GE VERNOVA: COMPANY OVERVIEW 330
TABLE 418 GE VERNOVA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 332
TABLE 419 GE VERNOVA: PRODUCT LAUNCHES AND ENHANCEMENTS 333
TABLE 420 GE VERNOVA: DEALS 334
TABLE 421 AUTODESK: COMPANY OVERVIEW 337
TABLE 422 AUTODESK: PRODUCTS/SOLUTIONS/SERVICES OFFERED 338
TABLE 423 AUTODESK: PRODUCT LAUNCHES AND ENHANCEMENTS 340
TABLE 424 AUTODESK: DEALS 341
TABLE 425 IBM: COMPANY OVERVIEW 344
TABLE 426 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 345
TABLE 427 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 347
TABLE 428 IBM: DEALS 348
TABLE 429 SCHNEIDER ELECTRIC: COMPANY OVERVIEW 351
TABLE 430 SCHNEIDER ELECTRIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 352
TABLE 431 SCHNEIDER ELECTRIC: PRODUCT LAUNCHES AND ENHANCEMENTS 353
TABLE 432 SCHNEIDER ELECTRIC: DEALS 355
TABLE 433 GOOGLE: COMPANY OVERVIEW 356
TABLE 434 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 357
TABLE 435 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 359
TABLE 436 GOOGLE: DEALS 360
TABLE 437 MICROSOFT: COMPANY OVERVIEW 362
TABLE 438 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 363
TABLE 439 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 365
TABLE 440 MICROSOFT: DEALS 367
TABLE 441 ORACLE: COMPANY OVERVIEW 368
TABLE 442 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 369
TABLE 443 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 371
TABLE 444 ORACLE: DEALS 372
TABLE 445 SAP: COMPANY OVERVIEW 373
TABLE 446 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 374
TABLE 447 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 376
TABLE 448 SAP: DEALS 377
TABLE 449 PRIMARY INTERVIEWS 410
TABLE 450 FACTOR ANALYSIS 417

LIST OF FIGURES

FIGURE 1 ENERGY AND UTILITIES ANALYTICS MARKET SEGMENTATION 40
FIGURE 2 STUDY YEARS CONSIDERED 41
FIGURE 3 MARKET SCENARIO 45
FIGURE 4 GLOBAL ENERGY AND UTILITIES ANALYTICS MARKET, 2021 – 2031 46
FIGURE 5 MAJOR STRATEGIES ADOPTED BY KEY PLAYERS IN ENERGY AND UTILITIES ANALYTICS MARKET, 2021–2026 47
FIGURE 6 DISRUPTIONS INFLUENCING GROWTH OF ENERGY AND UTILITIES ANALYTICS MARKET 48
FIGURE 7 HIGH-GROWTH SEGMENTS IN ENERGY AND UTILITIES ANALYTICS MARKET,
2026–2031 49
FIGURE 8 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN ENERGY AND UTILITIES ANALYTICS MARKET, IN TERMS OF VALUE, DURING FORECAST PERIOD 50
FIGURE 9 GROWING ADOPTION OF AI-DRIVEN AND SMART GRID ANALYTICS SOLUTIONS TO DRIVE OPERATIONAL EFFICIENCY AND GRID MODERNIZATION IN ENERGY AND UTILITIES MARKET 52
FIGURE 10 SUSTAINABILITY & ESG ANALYTICS SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD 53
FIGURE 11 PLATFORM AND POWER UTILITIES TO BE LARGEST RESPECTIVE SEGMENTAL SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2026 53
FIGURE 12 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2026 54
FIGURE 13 ASIA PACIFIC TO DEPICT HIGHEST CAGR IN ENERGY AND UTILITIES ANALYTICS MARKET DURING FORECAST PERIOD 54
FIGURE 14 ENERGY AND UTILITIES ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 55
FIGURE 15 EVOLUTION OF ENERGY AND UTILITIES ANALYTICS 63
FIGURE 16 ENERGY AND UTILITIES ANALYTICS MARKET: PORTER’S FIVE FORCES ANALYSIS 65
FIGURE 17 ENERGY AND UTILITIES ANALYTICS MARKET: SUPPLY CHAIN ANALYSIS 70
FIGURE 18 ENERGY AND UTILITIES ANALYTICS MARKET: ECOSYSTEM ANALYSIS 74
FIGURE 19 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 80
FIGURE 20 LEADING ENERGY AND UTILITIES ANALYTICS STARTUPS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND, UNTIL 2025 81
FIGURE 21 NUMBER OF PATENTS GRANTED, 2016–2025 89
FIGURE 22 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016–2025 92
FIGURE 23 ENERGY AND UTILITIES ANALYTICS MARKET DECISION-MAKING FACTORS 116
FIGURE 24 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS 117
FIGURE 25 KEY BUYING CRITERIA FOR THE TOP THREE END USERS 118
FIGURE 26 ADOPTION BARRIERS & INTERNAL CHALLENGES: ENERGY AND
UTILITIES ANALYTICS MARKET 120
FIGURE 27 PLATFORMS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING
FORECAST PERIOD 124
FIGURE 28 PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2025 126
FIGURE 29 CLOUD SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 132
FIGURE 30 SUSTAINABILITY & ESG ANALYTICS SEGMENT TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 139
FIGURE 31 LARGE INTEGRATED UTILITIES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 156
FIGURE 32 POWER UTILITIES SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD 164
FIGURE 33 ASIA PACIFIC TO LEAD IN TERMS OF MARKET GROWTH 172
FIGURE 34 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 173
FIGURE 35 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET SNAPSHOT 175
FIGURE 36 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET SNAPSHOT 216
FIGURE 37 TOP PUBLIC PLAYERS HAVE DOMINATED MARKET OVER LAST FIVE YEARS 290
FIGURE 38 SHARE OF LEADING COMPANIES IN ENERGY AND UTILITIES ANALYTICS
MARKET, 2025 292
FIGURE 39 PRODUCT COMPARATIVE ANALYSIS OF ENERGY AND UTILITIES ANALYTICS PLATFORMS 295
FIGURE 40 ENERGY AND UTILITIES ANALYTICS MARKET: COMPANY EVALUATION MATRIX
(KEY PLAYERS), 2025 298
FIGURE 41 ENERGY AND UTILITIES ANALYTICS MARKET: COMPANY FOOTPRINT
(25 PLAYERS), 2025 299
FIGURE 42 ENERGY AND UTILITIES ANALYTICS MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2025 306
FIGURE 43 FINANCIAL METRICS OF KEY VENDORS, 2026 309
FIGURE 44 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS, 2026
309
FIGURE 45 SIEMENS: COMPANY SNAPSHOT 313
FIGURE 46 ABB: COMPANY SNAPSHOT 322
FIGURE 47 GE VERNOVA: COMPANY SNAPSHOT 331
FIGURE 48 AUTODESK: COMPANY SNAPSHOT 338
FIGURE 49 IBM: COMPANY SNAPSHOT 345
FIGURE 50 SCHNEIDER ELECTRIC: COMPANY SNAPSHOT 352
FIGURE 51 GOOGLE: COMPANY SNAPSHOT 357
FIGURE 52 MICROSOFT: COMPANY SNAPSHOT 363
FIGURE 53 ORACLE: COMPANY SNAPSHOT 369
FIGURE 54 SAP: COMPANY SNAPSHOT 374
FIGURE 55 ENERGY AND UTILITIES ANALYTICS MARKET: RESEARCH DESIGN 408
FIGURE 56 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 410
FIGURE 57 KEY INDUSTRY INSIGHTS 411
FIGURE 58 DATA TRIANGULATION 412
FIGURE 59 ENERGY AND UTILITIES ANALYTICS MARKET: TOP-DOWN AND
BOTTOM-UP APPROACHES 413
FIGURE 60 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOLUTIONS & SERVICES OF ENERGY AND UTILITIES ANALYTICS MARKET 414
FIGURE 61 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL OFFERINGS OF ENERGY AND UTILITIES ANALYTICS MARKET 415
FIGURE 62 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL OFFERINGS OF ENERGY AND UTILITIES ANALYTICS MARKET 416
FIGURE 63 APPROACH 4, BOTTOM UP (DEMAND SIDE), SHARE OF ENERGY AND UTILITIES ANALYTICS THROUGH OVERALL ENERGY AND UTILITIES ANALYTICS SPENDING 416
FIGURE 64 STUDY LIMITATIONS 420

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