Decision Intelligence市場(プラットフォーム、ソリューション(統合型・スタンドアロン型)、サービス)、展開タイプ(クラウド、オンプレミス)、組織規模、業種(BFSI、医療・生命科学、小売・eコマース)、地域 - 2027年までの世界市場予測Decision Intelligence Market (Platforms, Solutions (Integrated & Standalone), and Services), Deployment Type (Cloud, On-premises), Organization Size, Vertical (BFSI, Healthcare & Life Sciences, and Retail & eCommerce) and Region - Global Forecast to 2027 意思決定インテリジェンス市場は、2022年の100億米ドルから2027年には227億米ドルへと、予測期間中に17.8%のCAGRで成長すると予測されます。意思決定インテリジェンス(DI)は、企業が迅速かつ賢明な判断を下すこ... もっと見る
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サマリー意思決定インテリジェンス市場は、2022年の100億米ドルから2027年には227億米ドルへと、予測期間中に17.8%のCAGRで成長すると予測されます。意思決定インテリジェンス(DI)は、企業が迅速かつ賢明な判断を下すことを可能にします。DIは、人工知能とデータサイエンス、経営科学、行動科学、その他の技術を組み合わせたものです。また、一つの選択が複数の個人、手順、KPIに及ぼす影響も、DIを通じて示されます。人工知能は、あらゆる意思決定知能(DI)システム(AI)の中心的な要素である。効率的なDIモデルには、機械学習、深層学習、データ可視化、ビジネス・インテリジェンス、予測モデリングなどのAI手法の活用が必要です。ビジネス・インテリジェンス(BI)は、いくつかの業務に対して正確かつ最新のデータと分析を提供するもので、急速にDIソリューションの重要な要素となってきています。意思決定者は、これを利用して、データに基づいた賢明な判断を下すことができます。BIによって、ビジネスプロセスはより柔軟になり、経営者は技術者の支援に頼ることなく、セルフサービス分析を使用してデータを分析し、表示することができるようになる。予測期間中、BFSIセグメントが最大の市場規模を持つことになる 業種別には、BFSI、通信、ヘルスケアおよびライフサイエンス、小売およびeコマース、政府および防衛、製造、ITおよびITeS、エネルギーおよび公益事業、輸送および物流、その他(メディアおよびエンターテインメント、旅行および接客、教育および研究)などが含まれます。金融サービス事業者は、住宅ローンや車両ローンなどの取引の与信申請を処理するためにディシジョン・インテリジェンスを使用しています。AIを搭載し、顧客のクレジットスコア、収入、その他のデータを利用して、顧客が特定のサービスを受ける資格があるかどうかを確認することができます。モルガン・スタンレーは、高度な金融機関として、社内のファイナンシャルアドバイザーと高度な意思決定技術を活用し、消費者がより賢明な選択を行えるよう支援しています。Decision Intelligenceは、同社の資産管理技術を支えています。顧客の目標に従ってAIシステムが成功する戦略を提案し、それを人間の専門家が確認した上で消費者に提示します。銀行業界では、消費者行動の調査、需要の予測、ペインポイントの特定、個別商品の作成にディシジョン・インテリジェンスを採用しています。マッキンゼーのレポートによると、意思決定のスピードに満足している企業はわずか20%に過ぎないそうです。また、完璧な意思決定を行おうとするあまり、多くの時間を費やしていることを認めている企業もあります。 予測期間中、展開・統合ソリューションが最も高いCAGRで成長すると登録されている サービス別では、コンサルティング、デプロイメント&インプリメンテーション、サポート&メンテナンスに分類されている。統合および導入サービスによって提供される技術的な専門知識によって、組織は運用要件に適したソフトウェアアーキテクチャを選択することができます。システムインテグレーションとデプロイメントサービスでは、適切な量の接続とバックエンドの統合に関する専門知識が必要とされます。これらのサービスは、システム同士が効果的に連携し、サプライチェーンや生産プロセス全体の効率を高めることを可能にするため、世界中のエンドユーザーの間で人気を博しています。 バーティカルのうち、ヘルスケアとライフサイエンスのバーティカルが予測期間中に最も高いCAGRを記録すると予想される ヘルスケアの意思決定インテリジェンスにおけるAIとRPAの活用は、高品質の電子医療記録管理を開発するためのデータ処理の改善、効果的な患者ケアのための使いやすいワークフローの構築、医療従事者の意思決定能力の向上など、幅広いメリットをもたらします。医療機関は、変化が激しく、情報との関係が急速に変化する世界において、AI技術を活用することでディシジョンインテリジェンスを強化する必要があります。AIは、増大するデータの流れや絶え間ない学習を機能化し、より良い意思決定のために情報に簡単にアクセスできるようにする医療組織に、意思決定インテリジェンスを追加する機会を引き出す鍵になります。 予測期間中、北米が最大の市場規模を占める見込み 北米は、意思決定インテリジェンス市場において最大の市場シェアを占めると予想されます。北米は、市場シェアの点で、ディシジョンインテリジェンスの主要なマーカーの一つです。米国やカナダなどの国々は、複数のアプリケーション分野でディシジョンインテリジェンス技術を採用しており、この地域におけるディシジョンインテリジェンスの成長を促進している。BFSI、ヘルスケア、小売など、複数の業種でディシジョンインテリジェンスの普及が進んでいることが、同地域の市場成長を促進している。北米では、IT機器から生成されるデータの急激な増加や、データ保護のための厳しい法律や政策が予想されるため、新しい革新的な技術の採用に対して非常にオープンであり、意思決定情報ベンダーに市場成長の機会をもたらすと考えられています。 プライマリーの内訳 ディシジョンインテリジェンス市場で事業を展開する様々な主要組織の最高経営責任者(CEO)、イノベーションおよびテクノロジーディレクター、システムインテグレーター、経営幹部に対して詳細なインタビューを実施した。 企業別ティアI:62%、ティアII:23%、ティアIII:15 職位別C-レベルエグゼクティブ。38%, D-レベルエグゼクティブ:30%、その他32% 地域別APAC35%, ヨーロッパ: 15%, 北米: 40%, MEA: 5%, ラテンアメリカ: 5 このレポートには、意思決定インテリジェンスとサービスを提供する主要企業の調査が含まれています。世界の意思決定インテリジェンス市場における主要ベンダーのプロフィールを掲載しています。世界の意思決定インテリジェンス市場の主要ベンダーは、Google(米国)、IBM(米国)、Oracle(米国)、Microsoft(米国)、Board International(スイス)、Cerebra(米国)、Clarifai(米国)、Diwo.ai(米国)、Domo(米国)、H2O.AI(米国)、Intel(米国)、Metaphacts(ドイツ)、Pace Revenue(英国)、Paretos(ドイツ)、Peak.ai(英国)、Pvenir(米国)、Quantellia(米国)、Systems Technology Group(米国)、Pyramid Analaytics(オランダ)、Tellius(米国)およびCourse5i(インド)です。 調査対象範囲 本市場調査は、セグメントにわたる意思決定インテリジェンス市場を対象としています。コンポーネント、展開モード、組織規模、業種、地域など、さまざまなセグメントにおける市場規模や成長性を推定することを目的としています。また、市場の主要企業の詳細な競合分析、企業プロファイル、製品および事業提供に関する主な見解、最近の開発、主要な市場戦略についても記載しています。 本レポートを購入する主な利点 本レポートは、この市場における市場リーダー/新規参入者に、意思決定情報市場全体とそのサブセグメントにおける収益数の最も近い概算に関する情報を提供するものと思われます。利害関係者が競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するためのより良い洞察を得るのに役立つことでしょう。また、利害関係者が市場の脈動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 目次1 INTRODUCTION 371.1 STUDY OBJECTIVES 37 1.2 MARKET DEFINITION 37 1.2.1 INCLUSIONS & EXCLUSIONS 38 1.3 MARKET SCOPE 39 1.3.1 MARKET SEGMENTATION 39 1.3.2 REGIONS COVERED 40 1.3.3 YEARS CONSIDERED 40 1.4 CURRENCY CONSIDERED 41 TABLE 1 USD EXCHANGE RATE, 2019–2021 41 1.5 STAKEHOLDERS 41 2 RESEARCH METHODOLOGY 42 2.1 RESEARCH DATA 42 FIGURE 1 DECISION INTELLIGENCE MARKET: RESEARCH DESIGN 42 2.1.1 SECONDARY DATA 43 2.1.2 PRIMARY DATA 43 TABLE 2 PRIMARY INTERVIEWS 43 2.1.2.1 Breakup of primary profiles 44 2.1.2.2 Key industry insights 44 2.2 MARKET BREAKUP AND DATA TRIANGULATION 45 FIGURE 2 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 3 DECISION INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 46 2.3.1 TOP-DOWN APPROACH 46 2.3.2 BOTTOM-UP APPROACH 46 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM DECISION INTELLIGENCE PLATFORMS/SOLUTIONS/SERVICES 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DECISION INTELLIGENCE PLATFORMS/SOLUTIONS/SERVICES 47 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DECISION INTELLIGENCE PLATFORMS/SERVICES 48 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF DECISION INTELLIGENCE THROUGH OVERALL DECISION INTELLIGENCE SPENDING 49 2.4 MARKET FORECAST 50 TABLE 3 FACTOR ANALYSIS 50 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52 2.7 ASSUMPTIONS 52 2.8 LIMITATIONS 54 3 EXECUTIVE SUMMARY 55 TABLE 4 GLOBAL DECISION INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2018–2021 (USD MILLION, Y-O-Y%) 55 TABLE 5 GLOBAL DECISION INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y%) 56 FIGURE 10 PLATFORMS SEGMENT TO HOLD LARGER MARKET SIZE IN 2022 56 FIGURE 11 CONSULTING SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022 56 FIGURE 12 INTEGRATED SOLUTIONS TO HOLD LARGER MARKET SIZE IN 2022 57 FIGURE 13 CLOUD SEGMENT TO HOLD LARGER MARKET SIZE IN 2022 57 FIGURE 14 LARGE ENTERPRISES SEGMENT TO HOLD LARGER MARKET SHARE IN 2022 57 FIGURE 15 BFSI VERTICAL TO HOLD LARGEST MARKET SIZE IN 2022 58 FIGURE 16 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022 58 4 PREMIUM INSIGHTS 59 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN DECISION INTELLIGENCE MARKET 59 FIGURE 17 HIGH DEMAND FOR PLATFORMS TRANSFERRING DATA FROM ON-PREMISES TO CLOUD TO DRIVE MARKET 59 4.2 DECISION INTELLIGENCE MARKET, BY VERTICAL 59 FIGURE 18 BFSI VERTICAL TO HOLD THE LARGEST MARKET SIZE 59 4.3 DECISION INTELLIGENCE MARKET, BY REGION 60 FIGURE 19 NORTH AMERICA TO HOLD LARGEST MARKET SHARE BY 2027 60 4.4 DECISION INTELLIGENCE MARKET: TOP TWO BUSINESS SOLUTIONS AND VERTICALS 60 FIGURE 20 INTEGRATED SOLUTIONS AND BFSI TO HOLD LARGEST MARKET SHARES BY 2027 60 5 MARKET OVERVIEW AND INDUSTRY TRENDS 61 5.1 INTRODUCTION 61 5.2 MARKET DYNAMICS 61 FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DECISION INTELLIGENCE MARKET 61 5.2.1 DRIVERS 62 5.2.1.1 Advent of ML and AI to maximize potential of decision intelligence 62 5.2.1.2 Increasing need to lower risks associated with human decisions 62 5.2.2 RESTRAINTS 62 5.2.2.1 Information overload and dependence on decision support systems 62 5.2.2.2 Inability to quantify RoI 62 5.2.3 OPPORTUNITIES 63 5.2.3.1 Surge in developments of big data technology for actionable business intelligence 63 5.2.3.2 Elimination of mistakes and biases from decision-making process to boost adoption 63 5.2.4 CHALLENGES 63 5.2.4.1 Integration of data from data silos 63 5.2.4.2 Security of data and concerns about privacy to hinder widespread adoption of decision intelligence 64 5.3 DECISION INTELLIGENCE MARKET: ECOSYSTEM 64 TABLE 6 DECISION INTELLIGENCE MARKET: ECOSYSTEM 64 5.4 CASE STUDY ANALYSIS 65 5.4.1 BFSI 65 5.4.1.1 Use Case 1: Humana used Watson Assistant to address customer queries 65 5.4.1.2 Use Case 2: H2O Driverless AI used by various financial institutions to detect and prevent fraud 66 5.4.2 MANUFACTURING 66 5.4.2.1 Use Case: Coca-Cola used IBM Watson services for Core ML to identify equipment issues, diagnose problems, and troubleshoot repairs 66 5.4.3 IT & TELECOM 67 5.4.3.1 Use Case: FreeAndSingle generated 5x more value from existing user base with Peak.AI 67 5.4.4 GOVERNMENT & PUBLIC SECTOR 68 5.4.4.1 Use Case: Broward County’s Fort Lauderdale-Hollywood International Airport takes decision intelligence to new heights 68 5.4.5 RETAIL & ECOMMERCE 68 5.4.5.1 Use Case: Peak.AI helped PrettyLittleThing to find new audiences during COVID-19 68 5.4.6 HEALTHCARE & LIFE SCIENCES 69 5.4.6.1 Use Case: Improved healthcare operations through data analysis 69 5.4.7 ENERGY & UTILITIES 69 5.4.7.1 Use Case: 10xDS modernized Budget Transfer and Updating Process in Saudi Arabia 69 5.5 TECHNOLOGY ANALYSIS 70 5.5.1 DECISION INTELLIGENCE AND BIG DATA 70 5.5.2 DECISION INTELLIGENCE AND ARTIFICIAL INTELLIGENCE 70 5.5.3 DECISION INTELLIGENCE AND DATA ANALYTICS 70 5.6 SUPPLY/VALUE CHAIN ANALYSIS 71 FIGURE 22 SUPPLY/VALUE CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES ANALYSIS 72 FIGURE 23 DECISION INTELLIGENCE: PORTER’S FIVE FORCES ANALYSIS 72 TABLE 7 DECISION INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 72 5.7.1 THREAT OF NEW ENTRANTS 73 5.7.2 THREAT OF SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 73 5.8 PRICING MODEL ANALYSIS 74 5.9 PATENT ANALYSIS 74 5.9.1 METHODOLOGY 74 5.9.2 DOCUMENT TYPE 74 TABLE 8 PATENTS FILED, 2018–2021 74 5.9.3 INNOVATION AND PATENT APPLICATIONS 75 FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2018–2021 75 5.9.3.1 Top applicants 75 FIGURE 25 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 75 TABLE 9 TOP TEN PATENT OWNERS (US) IN DECISION INTELLIGENCE MARKET, 2018–2021 76 5.10 KEY CONFERENCES AND EVENTS, 2022–2023 76 TABLE 10 DECISION INTELLIGENCE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 76 5.11 TARIFF AND REGULATORY LANDSCAPE 77 5.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 5.11.2 NORTH AMERICA: REGULATIONS 79 5.11.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 79 5.11.2.2 Gramm-Leach-Bliley (GLB) Act 80 5.11.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 80 5.11.2.4 Federal Information Security Management Act (FISMA) 80 5.11.2.5 Federal Information Processing Standards (FIPS) 80 5.11.2.6 California Consumer Privacy Act (CSPA) 81 5.11.3 EUROPE: TARIFFS AND REGULATIONS 81 5.11.3.1 GDPR 2016/679 81 5.11.3.2 General Data Protection Regulation 81 5.11.3.3 European Committee for Standardization (CEN) 82 5.11.3.4 European Technical Standards Institute (ETSI) 82 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 82 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 82 TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 82 5.12.2 BUYING CRITERIA 82 TABLE 17 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 82 6 DECISION INTELLIGENCE MARKET, BY COMPONENT 83 6.1 INTRODUCTION 84 6.1.1 COMPONENT: DECISION INTELLIGENCE MARKET DRIVERS 84 FIGURE 26 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 84 TABLE 18 DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 84 TABLE 19 DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 85 6.2 PLATFORMS 85 6.2.1 PLATFORMS TO HELP BOOST ORGANIZATIONAL PERFORMANCE AND ENHANCE EACH FUNCTION 85 TABLE 20 PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 85 TABLE 21 PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 86 6.3 SOLUTIONS 86 6.3.1 DECISION INTELLIGENCE SOLUTIONS TO ENHANCE BUSINESS OPERATIONS AND OPERATIONAL EFFECTIVENESS 86 FIGURE 27 INTEGRATED SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 86 TABLE 22 SOLUTIONS: DECISION INTELLIGENCE MARKET, BY TYPE, 2018–2021 (USD MILLION) 87 TABLE 23 SOLUTIONS: DECISION INTELLIGENCE MARKET, BY TYPE, 2022–2027 (USD MILLION) 87 6.3.1.1 Integrated 87 6.3.1.1.1 Machine learning algorithms to help businesses make better decisions using decision intelligence solutions 87 TABLE 24 INTEGRATED SOLUTIONS MARKET, BY REGION, 2018–2021 (USD MILLION) 87 TABLE 25 INTEGRATED SOLUTIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 88 6.3.1.2 Standalone 88 6.3.1.2.1 Self-service decision intelligence tools to drive adoption of standalone solutions 88 TABLE 26 STANDALONE SOLUTIONS MARKET, BY REGION, 2018–2021 (USD MILLION) 88 TABLE 27 STANDALONE SOLUTIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 89 6.4 SERVICES 89 6.4.1 GROWING PRODUCT ACCEPTANCE ESTIMATED TO DRIVE ADOPTION OF DECISION INTELLIGENCE SERVICES 89 FIGURE 28 DEPLOYMENT & INTEGRATION SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 89 TABLE 28 SERVICES: DECISION INTELLIGENCE MARKET, BY TYPE, 2018–2021 (USD MILLION) 90 TABLE 29 SERVICES: DECISION INTELLIGENCE MARKET, BY TYPE, 2022–2027 (USD MILLION) 90 TABLE 30 SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 90 TABLE 31 SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 90 6.4.1.1 Consulting 91 6.4.1.1.1 Consulting services to enable companies lower risks and focus on business 91 TABLE 32 CONSULTING SERVICES MARKET, BY REGION, 2018–2021 (USD MILLION) 91 TABLE 33 CONSULTING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.4.1.2 Support & Maintenance 92 6.4.1.2.1 Demand for support & maintenance services to grow due to shifting economic situations 92 TABLE 34 SUPPORT & MAINTENANCE MARKET, BY REGION, 2018–2021 (USD MILLION) 92 TABLE 35 SUPPORT & MAINTENANCE MARKET, BY REGION, 2022–2027 (USD MILLION) 92 6.4.1.3 Integration & deployment 93 6.4.1.3.1 Need to ensure minimum risks among companies to drive demand for integration & deployment services 93 TABLE 36 INTEGRATION & DEPLOYMENT MARKET, BY REGION, 2018–2021 (USD MILLION) 93 TABLE 37 INTEGRATION & DEPLOYMENT MARKET, BY REGION, 2022–2027 (USD MILLION) 93 7 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE 94 7.1 INTRODUCTION 95 7.1.1 DEPLOYMENT MODE: DECISION INTELLIGENCE MARKET DRIVERS 95 FIGURE 29 ON-PREMISES SEGMENT EXPECTED TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 95 TABLE 38 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 95 TABLE 39 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 96 7.2 ON-PREMISES 96 7.2.1 PROPER CONTROL AND REDUCED COMPLEXITIES OVER AI APPLICATIONS TO DRIVE GROWTH 96 TABLE 40 ON-PREMISES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 96 TABLE 41 ON-PREMISES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 97 7.3 CLOUD 97 7.3.1 ADOPTION OF DIGITAL SOLUTIONS FOR FLEXIBLE AND SCALED PRODUCTIVITY TO CONTRIBUTE TO MARKET GROWTH 97 TABLE 42 CLOUD: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 97 TABLE 43 CLOUD: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 98 8 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE 99 8.1 INTRODUCTION 100 8.1.1 ORGANIZATION SIZE: DECISION INTELLIGENCE MARKET DRIVERS 100 FIGURE 30 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT EXPECTED TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 100 TABLE 44 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 100 TABLE 45 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 101 8.2 SMALL AND MEDIUM-SIZED ENTERPRISES 101 8.2.1 DECISION INTELLIGENCE TECHNOLOGY TO EXPEDITE BUSINESS OPERATIONS AND REDUCE OPERATIONAL COSTS 101 TABLE 46 SMES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 101 TABLE 47 SMES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 101 8.3 LARGE ENTERPRISES 102 8.3.1 DECISION INTELLIGENCE PLATFORMS TO MEET REQUIREMENTS OF ENTERPRISES AND DIFFERENT INDUSTRIES 102 TABLE 48 LARGE ENTERPRISES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 102 TABLE 49 LARGE ENTERPRISES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 102 9 DECISION INTELLIGENCE MARKET, BY VERTICAL 103 9.1 INTRODUCTION 104 9.1.1 VERTICAL: DECISION INTELLIGENCE MARKET DRIVERS 104 FIGURE 31 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SIZE BY 2027 104 TABLE 50 DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 105 TABLE 51 DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 105 9.2 BFSI 105 9.2.1 DI TO HELP GAIN COMPETITIVE EDGE BY MAKING BETTER DECISIONS IN LESS TIME 105 TABLE 52 BANKING, FINANCIAL SERVICES, AND INSURANCE: USE CASES 106 TABLE 53 BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 106 TABLE 54 BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 107 9.2.2 ASSET AND INVESTMENT MANAGEMENT 107 9.2.3 RETAIL BANKING - SALES AND MARKETING 107 9.2.4 CUSTOMER SUPPORT 107 9.2.5 CREDIT DECISIONS 108 9.2.6 FRAUD DETECTION 108 9.2.7 INSURANCE PRODUCT AND POLICY DESIGN 109 9.3 TELECOM 109 9.3.1 DI TO INCREASE CUSTOMER LIFETIME VALUE BY TRACKING NETWORK RELIABILITY 109 TABLE 55 TELECOM: USE CASES 110 TABLE 56 TELECOM: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 110 TABLE 57 TELECOM: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 110 9.3.2 AGENT SUPPORT AND CUSTOMER SERVICES 111 9.3.3 SALES AND PERSONALIZED USER EXPERIENCE 111 9.3.4 NETWORK ANALYSIS AND PREDICTIVE MAINTENANCE 111 9.4 HEALTHCARE & LIFE SCIENCES 112 9.4.1 DI SOLUTIONS TO PROVIDE BETTER HEALTHCARE SYSTEM WITH DATA PROBLEMS SOLVED 112 TABLE 58 HEALTHCARE & LIFE SCIENCES: USE CASES 112 TABLE 59 HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 113 TABLE 60 HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 113 9.4.2 MEDICAL IMAGING AND DIAGNOSTICS 113 9.4.3 EMERGENCY SUPPORT 114 9.4.4 DRUG DISCOVERY AND CLINICAL RESEARCH 114 9.4.5 TECHNICAL DIAGNOSIS AND SUPPORT 114 9.5 RETAIL & E-COMMERCE 115 9.5.1 SOLVING REAL-TIME INVENTORY PROBLEMS AND PROVIDING PERSONALIZED EXPERIENCE TO CONSUMERS 115 TABLE 61 RETAIL & E-COMMERCE: USE CASES 115 TABLE 62 RETAIL & E-COMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 115 TABLE 63 RETAIL & E-COMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 116 9.5.2 PRODUCT RECOMMENDATIONS 116 9.5.3 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING 116 9.5.4 VIRTUAL ASSISTANT 116 9.6 IT & ITES 117 9.6.1 INNOVATIONS TO DRIVE NEED FOR DECISION INTELLIGENCE TO MANAGE IT OPERATIONS EFFECTIVELY 117 TABLE 64 IT & ITES: USE CASES 117 TABLE 65 IT & ITES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 117 TABLE 66 IT & ITES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 118 9.6.2 PREDICTIVE MAINTENANCE 118 9.6.3 AGENT SUPPORT 118 9.7 MANUFACTURING 118 9.7.1 DI TO TACKLE MANUFACTURING CHALLENGES WITH FASTER AND SMARTER DECISION-MAKING 118 TABLE 67 MANUFACTURING: USE CASES 119 TABLE 68 MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 119 TABLE 69 MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 119 9.7.2 PREDICTIVE MAINTENANCE AND ASSET MANAGEMENT 120 9.7.3 SUPPLY CHAIN AND INVENTORY MANAGEMENT 120 9.7.4 QUALITY CONTROL 121 9.7.5 GENERATIVE DESIGN 121 9.7.6 CUSTOMER SUPPORT 121 9.8 ENERGY & UTILITIES 122 9.8.1 DECISION INTELLIGENCE SOLUTIONS TO ENHANCE EFFICIENCY, REDUCE WASTE, AND MEET ENVIRONMENTAL GOALS 122 TABLE 70 ENERGY & UTILITIES: USE CASES 122 TABLE 71 ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 123 TABLE 72 ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 123 9.8.2 ASSET AND PREDICTIVE MAINTENANCE 123 9.8.3 RESEARCH AND DEVELOPMENT 124 9.8.4 BUSINESS AND CUSTOMER SUPPORT 124 9.8.5 ENERGY MONITORING 124 9.9 GOVERNMENT & DEFENSE 125 9.9.1 DI TO ENABLE MAKING MORE INFORMED DECISIONS AND HAVE OPERATIONAL ADVANTAGE 125 TABLE 73 GOVERNMENT & DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 125 TABLE 74 GOVERNMENT & DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 125 9.9.2 TARGET RECOGNITION 126 9.9.3 COMMAND AND CONTROL SYSTEMS 126 9.9.4 INTELLIGENCE AND SURVEILLANCE 126 9.10 TRANSPORTATION & LOGISTICS 126 9.10.1 DI SERVICES TO OPTIMIZE BUSINESS PROCESSES AND MAINTAIN SUSTAINABILITY WITH IMPROVED DECISION-MAKING 126 TABLE 75 TRANSPORTATION & LOGISTICS: USE CASES 127 TABLE 76 TRANSPORTATION & LOGISTICS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 127 TABLE 77 TRANSPORTATION & LOGISTICS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 128 9.10.2 TRAFFIC OPERATIONS MANAGEMENT 128 9.10.3 CARGO TRANSPORTATION 128 9.10.4 URBAN PLANNING AND MAPPING 128 9.10.5 SMART TRANSPORTATION 129 9.11 OTHER VERTICALS 129 9.11.1 DECISION INTELLIGENCE TO HELP IN EVOLVING SECTORS BY PROVIDING ROBUST ENVIRONMENT 129 TABLE 78 OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 129 TABLE 79 OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 130 10 DECISION INTELLIGENCE MARKET, BY REGION 131 10.1 INTRODUCTION 132 10.1.1 DECISION INTELLIGENCE MARKET: IMPACT OF RECESSION 132 FIGURE 32 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 133 FIGURE 33 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 133 TABLE 80 DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 133 TABLE 81 DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 134 10.2 NORTH AMERICA 134 10.2.1 NORTH AMERICA: DECISION INTELLIGENCE MARKET DRIVERS 134 10.2.2 NORTH AMERICA: REGULATIONS 134 10.2.2.1 Personal Information Protection and Electronic Documents Act 134 10.2.2.2 Gramm–Leach–Bliley Act 135 10.2.2.3 Federal Information Security Management Act 135 10.2.2.4 Health Insurance Portability and Accountability Act of 1996 135 10.2.2.5 Health Level Seven 135 10.2.2.6 Occupational Safety and Health Administration 135 10.2.2.7 California Consumer Privacy Act 136 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 136 TABLE 82 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 137 TABLE 83 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 137 TABLE 84 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 137 TABLE 85 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 137 TABLE 86 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 138 TABLE 87 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 138 TABLE 88 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 138 TABLE 89 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 138 TABLE 90 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 139 TABLE 91 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 139 TABLE 92 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 139 TABLE 93 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 140 TABLE 94 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 140 TABLE 95 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 140 10.2.3 US 141 10.2.3.1 Rapid adoption of digitally innovative solutions and presence of tech giants to drive market 141 10.2.4 CANADA 141 10.2.4.1 Startup ecosystem and transformation into data-driven organizations to drive growth of decision intelligence solutions 141 10.3 EUROPE 141 10.3.1 EUROPE: DECISION INTELLIGENCE MARKET DRIVERS 142 10.3.2 EUROPE: REGULATIONS 142 10.3.2.1 European Market Infrastructure Regulation 142 10.3.2.2 General Data Protection Regulation 142 10.3.2.3 European Committee for Standardization 143 10.3.2.4 European Technical Standards Institute 143 TABLE 96 EUROPE: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 143 TABLE 97 EUROPE: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 143 TABLE 98 EUROPE: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 144 TABLE 99 EUROPE: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 144 TABLE 100 EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 144 TABLE 101 EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 144 TABLE 102 EUROPE: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 145 TABLE 103 EUROPE: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 145 TABLE 104 EUROPE: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 145 TABLE 105 EUROPE: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 145 TABLE 106 EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 146 TABLE 107 EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 146 TABLE 108 EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 147 TABLE 109 EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 10.3.3 UK 147 10.3.3.1 Advanced IT infrastructure, technologies, and continued transition toward online services to drive market 147 10.3.4 GERMANY 147 10.3.4.1 Government initiatives for technological developments in manufacturing vertical to drive decision intelligence solutions’ growth 147 10.3.5 FRANCE 148 10.3.5.1 High potential client base through startups and heavy R&D activity from various investors to boost market growth 148 10.3.6 REST OF EUROPE 148 10.4 ASIA PACIFIC 149 10.4.1 ASIA PACIFIC: DECISION INTELLIGENCE MARKET DRIVERS 149 10.4.2 ASIA PACIFIC: REGULATIONS 149 10.4.2.1 Privacy Commissioner for Personal Data 149 10.4.2.2 Act on the Protection of Personal Information 150 10.4.2.3 Critical Information Infrastructure 150 10.4.2.4 International Organization for Standardization 27001 150 10.4.2.5 Personal Data Protection Act 150 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 151 TABLE 110 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 152 TABLE 111 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 152 TABLE 112 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 152 TABLE 113 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 152 TABLE 114 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 153 TABLE 115 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 153 TABLE 116 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 153 TABLE 117 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 153 TABLE 118 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 154 TABLE 119 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 154 TABLE 120 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 154 TABLE 121 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 155 TABLE 122 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 155 TABLE 123 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 155 10.4.3 CHINA 156 10.4.3.1 Use of decision intelligence services for driving policy support and technological investments to fuel its adoption 156 10.4.4 JAPAN 156 10.4.4.1 Rise of innovative technologies and collaboration between governments and businesses to boost market growth 156 10.4.5 INDIA 157 10.4.5.1 Technological shift and high investments in decision intelligence to drive market 157 10.4.6 REST OF ASIA PACIFIC 157 10.5 MIDDLE EAST AND AFRICA 157 10.5.1 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET DRIVERS 158 10.5.2 MIDDLE EAST AND AFRICA: REGULATIONS 158 10.5.2.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 158 10.5.2.2 Cloud Computing Framework 158 10.5.2.3 GDPR Applicability in the Kingdom of Saudi Arabia (KSA) 158 10.5.2.4 Protection of Personal Information Act 159 TABLE 124 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 159 TABLE 125 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 159 TABLE 126 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 160 TABLE 127 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 160 TABLE 128 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 160 TABLE 129 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 160 TABLE 130 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 161 TABLE 131 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 161 TABLE 132 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 161 TABLE 133 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 161 TABLE 134 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 162 TABLE 135 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 162 TABLE 136 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SUBREGION, 2018–2021 (USD MILLION) 163 TABLE 137 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SUBREGION, 2022–2027 (USD MILLION) 163 10.5.3 MIDDLE EAST 163 10.5.3.1 Demand for growth of innovative technologies to drive market 163 10.5.4 SOUTH AFRICA 163 10.5.4.1 Steps taken by government to educate and create awareness regarding advanced technologies to boost market growth 163 10.5.5 REST OF MIDDLE EAST AND AFRICA 164 10.6 LATIN AMERICA 164 10.6.1 LATIN AMERICA: DECISION INTELLIGENCE MARKET DRIVERS 164 10.6.2 LATIN AMERICA: REGULATIONS 165 10.6.2.1 Brazil Data Protection Law 165 TABLE 138 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 165 TABLE 139 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 165 TABLE 140 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 166 TABLE 141 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 166 TABLE 142 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 166 TABLE 143 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 166 TABLE 144 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 167 TABLE 145 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 167 TABLE 146 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 167 TABLE 147 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 167 TABLE 148 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 168 TABLE 149 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 168 TABLE 150 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 169 TABLE 151 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 169 10.6.3 BRAZIL 169 10.6.3.1 Increased use of internet, technologies, and government organizations to increase demand for decision intelligence 169 10.6.4 MEXICO 170 10.6.4.1 Increasing trade, rising customer base, and government initiatives to fuel growth of decision intelligence solutions 170 10.6.5 REST OF LATIN AMERICA 170 11 COMPETITIVE LANDSCAPE 171 11.1 OVERVIEW 171 11.2 STRATEGIES ADOPTED BY KEY PLAYERS 171 TABLE 152 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN DECISION INTELLIGENCE MARKET 171 11.3 REVENUE ANALYSIS 172 FIGURE 36 REVENUE ANALYSIS FOR KEY COMPANIES IN PAST FIVE YEARS 172 11.4 MARKET SHARE ANALYSIS 173 FIGURE 37 DECISION INTELLIGENCE MARKET SHARE ANALYSIS FOR KEY PLAYERS IN 2022 173 TABLE 153 DECISION INTELLIGENCE MARKET: DEGREE OF COMPETITION 173 11.5 COMPANY EVALUATION QUADRANT 174 11.5.1 STARS 174 11.5.2 EMERGING LEADERS 174 11.5.3 PERVASIVE PLAYERS 174 11.5.4 PARTICIPANTS 174 FIGURE 38 COMPANY EVALUATION MATRIX OF KEY DECISION INTELLIGENCE MARKET PLAYERS, 2022 175 11.6 STARTUP/SME EVALUATION MATRIX 175 11.6.1 PROGRESSIVE COMPANIES 175 11.6.2 RESPONSIVE COMPANIES 176 11.6.3 DYNAMIC COMPANIES 176 11.6.4 STARTING BLOCKS 176 FIGURE 39 STARTUPS/SMES: DECISION INTELLIGENCE MARKET EVALUATION MATRIX, 2022 176 11.7 COMPETITIVE BENCHMARKING 177 TABLE 154 DECISION INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 177 TABLE 155 DECISION INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 177 11.8 COMPETITIVE SCENARIO 178 11.8.1 PRODUCT LAUNCHES 178 TABLE 156 PRODUCT LAUNCHES, 2018–2022 178 11.8.2 DEALS 179 TABLE 157 DEALS, 2018–2022 179 11.8.3 OTHERS 180 TABLE 158 OTHERS, 2018–2022 180
SummaryThe decision intelligence market is projected to grow from USD 10.0 Billion in 2022 to USD 22.7 Billion by 2027, at a CAGR of 17.8% during the forecast period. Decision intelligence (DI) enables businesses to take prompt, wise judgments. It combines artificial intelligence with data science, management science, behavioral science, and other technologies. The effects of a single choice on several individuals, procedures, and KPIs are also shown through DI. Artificial intelligence is the central element of every decision intelligence (DI) system (AI). An efficient DI model requires the use of AI methods including machine learning, deep learning, data visualization, business intelligence, and predictive modelling. Business intelligence (BI), which offers precise and up-to-date data and analysis for several operations, is quickly being a crucial component of DI solutions. Decision-makers may use this to make educated, data-driven judgments. Business process is made more flexible by BI, which enables business executives to use self-service analytics to analyse and display data without relying on assistance from technical people. Table of Contents1 INTRODUCTION 371.1 STUDY OBJECTIVES 37 1.2 MARKET DEFINITION 37 1.2.1 INCLUSIONS & EXCLUSIONS 38 1.3 MARKET SCOPE 39 1.3.1 MARKET SEGMENTATION 39 1.3.2 REGIONS COVERED 40 1.3.3 YEARS CONSIDERED 40 1.4 CURRENCY CONSIDERED 41 TABLE 1 USD EXCHANGE RATE, 2019–2021 41 1.5 STAKEHOLDERS 41 2 RESEARCH METHODOLOGY 42 2.1 RESEARCH DATA 42 FIGURE 1 DECISION INTELLIGENCE MARKET: RESEARCH DESIGN 42 2.1.1 SECONDARY DATA 43 2.1.2 PRIMARY DATA 43 TABLE 2 PRIMARY INTERVIEWS 43 2.1.2.1 Breakup of primary profiles 44 2.1.2.2 Key industry insights 44 2.2 MARKET BREAKUP AND DATA TRIANGULATION 45 FIGURE 2 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 3 DECISION INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 46 2.3.1 TOP-DOWN APPROACH 46 2.3.2 BOTTOM-UP APPROACH 46 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM DECISION INTELLIGENCE PLATFORMS/SOLUTIONS/SERVICES 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DECISION INTELLIGENCE PLATFORMS/SOLUTIONS/SERVICES 47 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL DECISION INTELLIGENCE PLATFORMS/SERVICES 48 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF DECISION INTELLIGENCE THROUGH OVERALL DECISION INTELLIGENCE SPENDING 49 2.4 MARKET FORECAST 50 TABLE 3 FACTOR ANALYSIS 50 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 51 FIGURE 8 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 51 2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 52 FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 52 2.7 ASSUMPTIONS 52 2.8 LIMITATIONS 54 3 EXECUTIVE SUMMARY 55 TABLE 4 GLOBAL DECISION INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2018–2021 (USD MILLION, Y-O-Y%) 55 TABLE 5 GLOBAL DECISION INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y%) 56 FIGURE 10 PLATFORMS SEGMENT TO HOLD LARGER MARKET SIZE IN 2022 56 FIGURE 11 CONSULTING SEGMENT TO HOLD LARGEST MARKET SHARE IN 2022 56 FIGURE 12 INTEGRATED SOLUTIONS TO HOLD LARGER MARKET SIZE IN 2022 57 FIGURE 13 CLOUD SEGMENT TO HOLD LARGER MARKET SIZE IN 2022 57 FIGURE 14 LARGE ENTERPRISES SEGMENT TO HOLD LARGER MARKET SHARE IN 2022 57 FIGURE 15 BFSI VERTICAL TO HOLD LARGEST MARKET SIZE IN 2022 58 FIGURE 16 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022 58 4 PREMIUM INSIGHTS 59 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN DECISION INTELLIGENCE MARKET 59 FIGURE 17 HIGH DEMAND FOR PLATFORMS TRANSFERRING DATA FROM ON-PREMISES TO CLOUD TO DRIVE MARKET 59 4.2 DECISION INTELLIGENCE MARKET, BY VERTICAL 59 FIGURE 18 BFSI VERTICAL TO HOLD THE LARGEST MARKET SIZE 59 4.3 DECISION INTELLIGENCE MARKET, BY REGION 60 FIGURE 19 NORTH AMERICA TO HOLD LARGEST MARKET SHARE BY 2027 60 4.4 DECISION INTELLIGENCE MARKET: TOP TWO BUSINESS SOLUTIONS AND VERTICALS 60 FIGURE 20 INTEGRATED SOLUTIONS AND BFSI TO HOLD LARGEST MARKET SHARES BY 2027 60 5 MARKET OVERVIEW AND INDUSTRY TRENDS 61 5.1 INTRODUCTION 61 5.2 MARKET DYNAMICS 61 FIGURE 21 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DECISION INTELLIGENCE MARKET 61 5.2.1 DRIVERS 62 5.2.1.1 Advent of ML and AI to maximize potential of decision intelligence 62 5.2.1.2 Increasing need to lower risks associated with human decisions 62 5.2.2 RESTRAINTS 62 5.2.2.1 Information overload and dependence on decision support systems 62 5.2.2.2 Inability to quantify RoI 62 5.2.3 OPPORTUNITIES 63 5.2.3.1 Surge in developments of big data technology for actionable business intelligence 63 5.2.3.2 Elimination of mistakes and biases from decision-making process to boost adoption 63 5.2.4 CHALLENGES 63 5.2.4.1 Integration of data from data silos 63 5.2.4.2 Security of data and concerns about privacy to hinder widespread adoption of decision intelligence 64 5.3 DECISION INTELLIGENCE MARKET: ECOSYSTEM 64 TABLE 6 DECISION INTELLIGENCE MARKET: ECOSYSTEM 64 5.4 CASE STUDY ANALYSIS 65 5.4.1 BFSI 65 5.4.1.1 Use Case 1: Humana used Watson Assistant to address customer queries 65 5.4.1.2 Use Case 2: H2O Driverless AI used by various financial institutions to detect and prevent fraud 66 5.4.2 MANUFACTURING 66 5.4.2.1 Use Case: Coca-Cola used IBM Watson services for Core ML to identify equipment issues, diagnose problems, and troubleshoot repairs 66 5.4.3 IT & TELECOM 67 5.4.3.1 Use Case: FreeAndSingle generated 5x more value from existing user base with Peak.AI 67 5.4.4 GOVERNMENT & PUBLIC SECTOR 68 5.4.4.1 Use Case: Broward County’s Fort Lauderdale-Hollywood International Airport takes decision intelligence to new heights 68 5.4.5 RETAIL & ECOMMERCE 68 5.4.5.1 Use Case: Peak.AI helped PrettyLittleThing to find new audiences during COVID-19 68 5.4.6 HEALTHCARE & LIFE SCIENCES 69 5.4.6.1 Use Case: Improved healthcare operations through data analysis 69 5.4.7 ENERGY & UTILITIES 69 5.4.7.1 Use Case: 10xDS modernized Budget Transfer and Updating Process in Saudi Arabia 69 5.5 TECHNOLOGY ANALYSIS 70 5.5.1 DECISION INTELLIGENCE AND BIG DATA 70 5.5.2 DECISION INTELLIGENCE AND ARTIFICIAL INTELLIGENCE 70 5.5.3 DECISION INTELLIGENCE AND DATA ANALYTICS 70 5.6 SUPPLY/VALUE CHAIN ANALYSIS 71 FIGURE 22 SUPPLY/VALUE CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES ANALYSIS 72 FIGURE 23 DECISION INTELLIGENCE: PORTER’S FIVE FORCES ANALYSIS 72 TABLE 7 DECISION INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 72 5.7.1 THREAT OF NEW ENTRANTS 73 5.7.2 THREAT OF SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 73 5.8 PRICING MODEL ANALYSIS 74 5.9 PATENT ANALYSIS 74 5.9.1 METHODOLOGY 74 5.9.2 DOCUMENT TYPE 74 TABLE 8 PATENTS FILED, 2018–2021 74 5.9.3 INNOVATION AND PATENT APPLICATIONS 75 FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2018–2021 75 5.9.3.1 Top applicants 75 FIGURE 25 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 75 TABLE 9 TOP TEN PATENT OWNERS (US) IN DECISION INTELLIGENCE MARKET, 2018–2021 76 5.10 KEY CONFERENCES AND EVENTS, 2022–2023 76 TABLE 10 DECISION INTELLIGENCE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 76 5.11 TARIFF AND REGULATORY LANDSCAPE 77 5.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 TABLE 14 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 5.11.2 NORTH AMERICA: REGULATIONS 79 5.11.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 79 5.11.2.2 Gramm-Leach-Bliley (GLB) Act 80 5.11.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 80 5.11.2.4 Federal Information Security Management Act (FISMA) 80 5.11.2.5 Federal Information Processing Standards (FIPS) 80 5.11.2.6 California Consumer Privacy Act (CSPA) 81 5.11.3 EUROPE: TARIFFS AND REGULATIONS 81 5.11.3.1 GDPR 2016/679 81 5.11.3.2 General Data Protection Regulation 81 5.11.3.3 European Committee for Standardization (CEN) 82 5.11.3.4 European Technical Standards Institute (ETSI) 82 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 82 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 82 TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 82 5.12.2 BUYING CRITERIA 82 TABLE 17 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 82 6 DECISION INTELLIGENCE MARKET, BY COMPONENT 83 6.1 INTRODUCTION 84 6.1.1 COMPONENT: DECISION INTELLIGENCE MARKET DRIVERS 84 FIGURE 26 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 84 TABLE 18 DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 84 TABLE 19 DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 85 6.2 PLATFORMS 85 6.2.1 PLATFORMS TO HELP BOOST ORGANIZATIONAL PERFORMANCE AND ENHANCE EACH FUNCTION 85 TABLE 20 PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 85 TABLE 21 PLATFORMS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 86 6.3 SOLUTIONS 86 6.3.1 DECISION INTELLIGENCE SOLUTIONS TO ENHANCE BUSINESS OPERATIONS AND OPERATIONAL EFFECTIVENESS 86 FIGURE 27 INTEGRATED SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 86 TABLE 22 SOLUTIONS: DECISION INTELLIGENCE MARKET, BY TYPE, 2018–2021 (USD MILLION) 87 TABLE 23 SOLUTIONS: DECISION INTELLIGENCE MARKET, BY TYPE, 2022–2027 (USD MILLION) 87 6.3.1.1 Integrated 87 6.3.1.1.1 Machine learning algorithms to help businesses make better decisions using decision intelligence solutions 87 TABLE 24 INTEGRATED SOLUTIONS MARKET, BY REGION, 2018–2021 (USD MILLION) 87 TABLE 25 INTEGRATED SOLUTIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 88 6.3.1.2 Standalone 88 6.3.1.2.1 Self-service decision intelligence tools to drive adoption of standalone solutions 88 TABLE 26 STANDALONE SOLUTIONS MARKET, BY REGION, 2018–2021 (USD MILLION) 88 TABLE 27 STANDALONE SOLUTIONS MARKET, BY REGION, 2022–2027 (USD MILLION) 89 6.4 SERVICES 89 6.4.1 GROWING PRODUCT ACCEPTANCE ESTIMATED TO DRIVE ADOPTION OF DECISION INTELLIGENCE SERVICES 89 FIGURE 28 DEPLOYMENT & INTEGRATION SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 89 TABLE 28 SERVICES: DECISION INTELLIGENCE MARKET, BY TYPE, 2018–2021 (USD MILLION) 90 TABLE 29 SERVICES: DECISION INTELLIGENCE MARKET, BY TYPE, 2022–2027 (USD MILLION) 90 TABLE 30 SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 90 TABLE 31 SERVICES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 90 6.4.1.1 Consulting 91 6.4.1.1.1 Consulting services to enable companies lower risks and focus on business 91 TABLE 32 CONSULTING SERVICES MARKET, BY REGION, 2018–2021 (USD MILLION) 91 TABLE 33 CONSULTING SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.4.1.2 Support & Maintenance 92 6.4.1.2.1 Demand for support & maintenance services to grow due to shifting economic situations 92 TABLE 34 SUPPORT & MAINTENANCE MARKET, BY REGION, 2018–2021 (USD MILLION) 92 TABLE 35 SUPPORT & MAINTENANCE MARKET, BY REGION, 2022–2027 (USD MILLION) 92 6.4.1.3 Integration & deployment 93 6.4.1.3.1 Need to ensure minimum risks among companies to drive demand for integration & deployment services 93 TABLE 36 INTEGRATION & DEPLOYMENT MARKET, BY REGION, 2018–2021 (USD MILLION) 93 TABLE 37 INTEGRATION & DEPLOYMENT MARKET, BY REGION, 2022–2027 (USD MILLION) 93 7 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE 94 7.1 INTRODUCTION 95 7.1.1 DEPLOYMENT MODE: DECISION INTELLIGENCE MARKET DRIVERS 95 FIGURE 29 ON-PREMISES SEGMENT EXPECTED TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 95 TABLE 38 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 95 TABLE 39 DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 96 7.2 ON-PREMISES 96 7.2.1 PROPER CONTROL AND REDUCED COMPLEXITIES OVER AI APPLICATIONS TO DRIVE GROWTH 96 TABLE 40 ON-PREMISES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 96 TABLE 41 ON-PREMISES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 97 7.3 CLOUD 97 7.3.1 ADOPTION OF DIGITAL SOLUTIONS FOR FLEXIBLE AND SCALED PRODUCTIVITY TO CONTRIBUTE TO MARKET GROWTH 97 TABLE 42 CLOUD: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 97 TABLE 43 CLOUD: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 98 8 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE 99 8.1 INTRODUCTION 100 8.1.1 ORGANIZATION SIZE: DECISION INTELLIGENCE MARKET DRIVERS 100 FIGURE 30 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT EXPECTED TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 100 TABLE 44 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 100 TABLE 45 DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 101 8.2 SMALL AND MEDIUM-SIZED ENTERPRISES 101 8.2.1 DECISION INTELLIGENCE TECHNOLOGY TO EXPEDITE BUSINESS OPERATIONS AND REDUCE OPERATIONAL COSTS 101 TABLE 46 SMES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 101 TABLE 47 SMES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 101 8.3 LARGE ENTERPRISES 102 8.3.1 DECISION INTELLIGENCE PLATFORMS TO MEET REQUIREMENTS OF ENTERPRISES AND DIFFERENT INDUSTRIES 102 TABLE 48 LARGE ENTERPRISES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 102 TABLE 49 LARGE ENTERPRISES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 102 9 DECISION INTELLIGENCE MARKET, BY VERTICAL 103 9.1 INTRODUCTION 104 9.1.1 VERTICAL: DECISION INTELLIGENCE MARKET DRIVERS 104 FIGURE 31 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SIZE BY 2027 104 TABLE 50 DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 105 TABLE 51 DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 105 9.2 BFSI 105 9.2.1 DI TO HELP GAIN COMPETITIVE EDGE BY MAKING BETTER DECISIONS IN LESS TIME 105 TABLE 52 BANKING, FINANCIAL SERVICES, AND INSURANCE: USE CASES 106 TABLE 53 BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 106 TABLE 54 BFSI: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 107 9.2.2 ASSET AND INVESTMENT MANAGEMENT 107 9.2.3 RETAIL BANKING - SALES AND MARKETING 107 9.2.4 CUSTOMER SUPPORT 107 9.2.5 CREDIT DECISIONS 108 9.2.6 FRAUD DETECTION 108 9.2.7 INSURANCE PRODUCT AND POLICY DESIGN 109 9.3 TELECOM 109 9.3.1 DI TO INCREASE CUSTOMER LIFETIME VALUE BY TRACKING NETWORK RELIABILITY 109 TABLE 55 TELECOM: USE CASES 110 TABLE 56 TELECOM: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 110 TABLE 57 TELECOM: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 110 9.3.2 AGENT SUPPORT AND CUSTOMER SERVICES 111 9.3.3 SALES AND PERSONALIZED USER EXPERIENCE 111 9.3.4 NETWORK ANALYSIS AND PREDICTIVE MAINTENANCE 111 9.4 HEALTHCARE & LIFE SCIENCES 112 9.4.1 DI SOLUTIONS TO PROVIDE BETTER HEALTHCARE SYSTEM WITH DATA PROBLEMS SOLVED 112 TABLE 58 HEALTHCARE & LIFE SCIENCES: USE CASES 112 TABLE 59 HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 113 TABLE 60 HEALTHCARE & LIFE SCIENCES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 113 9.4.2 MEDICAL IMAGING AND DIAGNOSTICS 113 9.4.3 EMERGENCY SUPPORT 114 9.4.4 DRUG DISCOVERY AND CLINICAL RESEARCH 114 9.4.5 TECHNICAL DIAGNOSIS AND SUPPORT 114 9.5 RETAIL & E-COMMERCE 115 9.5.1 SOLVING REAL-TIME INVENTORY PROBLEMS AND PROVIDING PERSONALIZED EXPERIENCE TO CONSUMERS 115 TABLE 61 RETAIL & E-COMMERCE: USE CASES 115 TABLE 62 RETAIL & E-COMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 115 TABLE 63 RETAIL & E-COMMERCE: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 116 9.5.2 PRODUCT RECOMMENDATIONS 116 9.5.3 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING 116 9.5.4 VIRTUAL ASSISTANT 116 9.6 IT & ITES 117 9.6.1 INNOVATIONS TO DRIVE NEED FOR DECISION INTELLIGENCE TO MANAGE IT OPERATIONS EFFECTIVELY 117 TABLE 64 IT & ITES: USE CASES 117 TABLE 65 IT & ITES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 117 TABLE 66 IT & ITES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 118 9.6.2 PREDICTIVE MAINTENANCE 118 9.6.3 AGENT SUPPORT 118 9.7 MANUFACTURING 118 9.7.1 DI TO TACKLE MANUFACTURING CHALLENGES WITH FASTER AND SMARTER DECISION-MAKING 118 TABLE 67 MANUFACTURING: USE CASES 119 TABLE 68 MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 119 TABLE 69 MANUFACTURING: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 119 9.7.2 PREDICTIVE MAINTENANCE AND ASSET MANAGEMENT 120 9.7.3 SUPPLY CHAIN AND INVENTORY MANAGEMENT 120 9.7.4 QUALITY CONTROL 121 9.7.5 GENERATIVE DESIGN 121 9.7.6 CUSTOMER SUPPORT 121 9.8 ENERGY & UTILITIES 122 9.8.1 DECISION INTELLIGENCE SOLUTIONS TO ENHANCE EFFICIENCY, REDUCE WASTE, AND MEET ENVIRONMENTAL GOALS 122 TABLE 70 ENERGY & UTILITIES: USE CASES 122 TABLE 71 ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 123 TABLE 72 ENERGY & UTILITIES: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 123 9.8.2 ASSET AND PREDICTIVE MAINTENANCE 123 9.8.3 RESEARCH AND DEVELOPMENT 124 9.8.4 BUSINESS AND CUSTOMER SUPPORT 124 9.8.5 ENERGY MONITORING 124 9.9 GOVERNMENT & DEFENSE 125 9.9.1 DI TO ENABLE MAKING MORE INFORMED DECISIONS AND HAVE OPERATIONAL ADVANTAGE 125 TABLE 73 GOVERNMENT & DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 125 TABLE 74 GOVERNMENT & DEFENSE: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 125 9.9.2 TARGET RECOGNITION 126 9.9.3 COMMAND AND CONTROL SYSTEMS 126 9.9.4 INTELLIGENCE AND SURVEILLANCE 126 9.10 TRANSPORTATION & LOGISTICS 126 9.10.1 DI SERVICES TO OPTIMIZE BUSINESS PROCESSES AND MAINTAIN SUSTAINABILITY WITH IMPROVED DECISION-MAKING 126 TABLE 75 TRANSPORTATION & LOGISTICS: USE CASES 127 TABLE 76 TRANSPORTATION & LOGISTICS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 127 TABLE 77 TRANSPORTATION & LOGISTICS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 128 9.10.2 TRAFFIC OPERATIONS MANAGEMENT 128 9.10.3 CARGO TRANSPORTATION 128 9.10.4 URBAN PLANNING AND MAPPING 128 9.10.5 SMART TRANSPORTATION 129 9.11 OTHER VERTICALS 129 9.11.1 DECISION INTELLIGENCE TO HELP IN EVOLVING SECTORS BY PROVIDING ROBUST ENVIRONMENT 129 TABLE 78 OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 129 TABLE 79 OTHER VERTICALS: DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 130 10 DECISION INTELLIGENCE MARKET, BY REGION 131 10.1 INTRODUCTION 132 10.1.1 DECISION INTELLIGENCE MARKET: IMPACT OF RECESSION 132 FIGURE 32 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 133 FIGURE 33 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 133 TABLE 80 DECISION INTELLIGENCE MARKET, BY REGION, 2018–2021 (USD MILLION) 133 TABLE 81 DECISION INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION) 134 10.2 NORTH AMERICA 134 10.2.1 NORTH AMERICA: DECISION INTELLIGENCE MARKET DRIVERS 134 10.2.2 NORTH AMERICA: REGULATIONS 134 10.2.2.1 Personal Information Protection and Electronic Documents Act 134 10.2.2.2 Gramm–Leach–Bliley Act 135 10.2.2.3 Federal Information Security Management Act 135 10.2.2.4 Health Insurance Portability and Accountability Act of 1996 135 10.2.2.5 Health Level Seven 135 10.2.2.6 Occupational Safety and Health Administration 135 10.2.2.7 California Consumer Privacy Act 136 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 136 TABLE 82 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 137 TABLE 83 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 137 TABLE 84 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 137 TABLE 85 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 137 TABLE 86 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 138 TABLE 87 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 138 TABLE 88 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 138 TABLE 89 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 138 TABLE 90 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 139 TABLE 91 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 139 TABLE 92 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 139 TABLE 93 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 140 TABLE 94 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 140 TABLE 95 NORTH AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 140 10.2.3 US 141 10.2.3.1 Rapid adoption of digitally innovative solutions and presence of tech giants to drive market 141 10.2.4 CANADA 141 10.2.4.1 Startup ecosystem and transformation into data-driven organizations to drive growth of decision intelligence solutions 141 10.3 EUROPE 141 10.3.1 EUROPE: DECISION INTELLIGENCE MARKET DRIVERS 142 10.3.2 EUROPE: REGULATIONS 142 10.3.2.1 European Market Infrastructure Regulation 142 10.3.2.2 General Data Protection Regulation 142 10.3.2.3 European Committee for Standardization 143 10.3.2.4 European Technical Standards Institute 143 TABLE 96 EUROPE: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 143 TABLE 97 EUROPE: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 143 TABLE 98 EUROPE: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 144 TABLE 99 EUROPE: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 144 TABLE 100 EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 144 TABLE 101 EUROPE: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 144 TABLE 102 EUROPE: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 145 TABLE 103 EUROPE: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 145 TABLE 104 EUROPE: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 145 TABLE 105 EUROPE: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 145 TABLE 106 EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 146 TABLE 107 EUROPE: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 146 TABLE 108 EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 147 TABLE 109 EUROPE: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147 10.3.3 UK 147 10.3.3.1 Advanced IT infrastructure, technologies, and continued transition toward online services to drive market 147 10.3.4 GERMANY 147 10.3.4.1 Government initiatives for technological developments in manufacturing vertical to drive decision intelligence solutions’ growth 147 10.3.5 FRANCE 148 10.3.5.1 High potential client base through startups and heavy R&D activity from various investors to boost market growth 148 10.3.6 REST OF EUROPE 148 10.4 ASIA PACIFIC 149 10.4.1 ASIA PACIFIC: DECISION INTELLIGENCE MARKET DRIVERS 149 10.4.2 ASIA PACIFIC: REGULATIONS 149 10.4.2.1 Privacy Commissioner for Personal Data 149 10.4.2.2 Act on the Protection of Personal Information 150 10.4.2.3 Critical Information Infrastructure 150 10.4.2.4 International Organization for Standardization 27001 150 10.4.2.5 Personal Data Protection Act 150 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 151 TABLE 110 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 152 TABLE 111 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 152 TABLE 112 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 152 TABLE 113 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 152 TABLE 114 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 153 TABLE 115 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 153 TABLE 116 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 153 TABLE 117 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 153 TABLE 118 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 154 TABLE 119 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 154 TABLE 120 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 154 TABLE 121 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 155 TABLE 122 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 155 TABLE 123 ASIA PACIFIC: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 155 10.4.3 CHINA 156 10.4.3.1 Use of decision intelligence services for driving policy support and technological investments to fuel its adoption 156 10.4.4 JAPAN 156 10.4.4.1 Rise of innovative technologies and collaboration between governments and businesses to boost market growth 156 10.4.5 INDIA 157 10.4.5.1 Technological shift and high investments in decision intelligence to drive market 157 10.4.6 REST OF ASIA PACIFIC 157 10.5 MIDDLE EAST AND AFRICA 157 10.5.1 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET DRIVERS 158 10.5.2 MIDDLE EAST AND AFRICA: REGULATIONS 158 10.5.2.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 158 10.5.2.2 Cloud Computing Framework 158 10.5.2.3 GDPR Applicability in the Kingdom of Saudi Arabia (KSA) 158 10.5.2.4 Protection of Personal Information Act 159 TABLE 124 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 159 TABLE 125 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 159 TABLE 126 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 160 TABLE 127 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 160 TABLE 128 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 160 TABLE 129 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 160 TABLE 130 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 161 TABLE 131 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 161 TABLE 132 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 161 TABLE 133 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 161 TABLE 134 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 162 TABLE 135 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 162 TABLE 136 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SUBREGION, 2018–2021 (USD MILLION) 163 TABLE 137 MIDDLE EAST AND AFRICA: DECISION INTELLIGENCE MARKET, BY SUBREGION, 2022–2027 (USD MILLION) 163 10.5.3 MIDDLE EAST 163 10.5.3.1 Demand for growth of innovative technologies to drive market 163 10.5.4 SOUTH AFRICA 163 10.5.4.1 Steps taken by government to educate and create awareness regarding advanced technologies to boost market growth 163 10.5.5 REST OF MIDDLE EAST AND AFRICA 164 10.6 LATIN AMERICA 164 10.6.1 LATIN AMERICA: DECISION INTELLIGENCE MARKET DRIVERS 164 10.6.2 LATIN AMERICA: REGULATIONS 165 10.6.2.1 Brazil Data Protection Law 165 TABLE 138 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2018–2021 (USD MILLION) 165 TABLE 139 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 165 TABLE 140 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2018–2021 (USD MILLION) 166 TABLE 141 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SOLUTION, 2022–2027 (USD MILLION) 166 TABLE 142 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2018–2021 (USD MILLION) 166 TABLE 143 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION) 166 TABLE 144 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2018–2021 (USD MILLION) 167 TABLE 145 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 167 TABLE 146 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2018–2021 (USD MILLION) 167 TABLE 147 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 167 TABLE 148 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2018–2021 (USD MILLION) 168 TABLE 149 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 168 TABLE 150 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 169 TABLE 151 LATIN AMERICA: DECISION INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 169 10.6.3 BRAZIL 169 10.6.3.1 Increased use of internet, technologies, and government organizations to increase demand for decision intelligence 169 10.6.4 MEXICO 170 10.6.4.1 Increasing trade, rising customer base, and government initiatives to fuel growth of decision intelligence solutions 170 10.6.5 REST OF LATIN AMERICA 170 11 COMPETITIVE LANDSCAPE 171 11.1 OVERVIEW 171 11.2 STRATEGIES ADOPTED BY KEY PLAYERS 171 TABLE 152 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN DECISION INTELLIGENCE MARKET 171 11.3 REVENUE ANALYSIS 172 FIGURE 36 REVENUE ANALYSIS FOR KEY COMPANIES IN PAST FIVE YEARS 172 11.4 MARKET SHARE ANALYSIS 173 FIGURE 37 DECISION INTELLIGENCE MARKET SHARE ANALYSIS FOR KEY PLAYERS IN 2022 173 TABLE 153 DECISION INTELLIGENCE MARKET: DEGREE OF COMPETITION 173 11.5 COMPANY EVALUATION QUADRANT 174 11.5.1 STARS 174 11.5.2 EMERGING LEADERS 174 11.5.3 PERVASIVE PLAYERS 174 11.5.4 PARTICIPANTS 174 FIGURE 38 COMPANY EVALUATION MATRIX OF KEY DECISION INTELLIGENCE MARKET PLAYERS, 2022 175 11.6 STARTUP/SME EVALUATION MATRIX 175 11.6.1 PROGRESSIVE COMPANIES 175 11.6.2 RESPONSIVE COMPANIES 176 11.6.3 DYNAMIC COMPANIES 176 11.6.4 STARTING BLOCKS 176 FIGURE 39 STARTUPS/SMES: DECISION INTELLIGENCE MARKET EVALUATION MATRIX, 2022 176 11.7 COMPETITIVE BENCHMARKING 177 TABLE 154 DECISION INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 177 TABLE 155 DECISION INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 177 11.8 COMPETITIVE SCENARIO 178 11.8.1 PRODUCT LAUNCHES 178 TABLE 156 PRODUCT LAUNCHES, 2018–2022 178 11.8.2 DEALS 179 TABLE 157 DEALS, 2018–2022 179 11.8.3 OTHERS 180 TABLE 158 OTHERS, 2018–2022 180
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