世界各国のリアルタイムなデータ・インテリジェンスで皆様をお手伝い

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

　

　

出版社 出版年月 電子版価格 ページ数 図表数 言語
MarketsandMarkets
マーケッツアンドマーケッツ 		2023年1月20日 US$4,950
シングルユーザーライセンス
ライセンス・価格情報・注文方法はこちら 		234 275 英語

日本語のページは自動翻訳を利用し作成しています。


　

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。

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目次

1 INTRODUCTION 37
1.1 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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Summary

The 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.

The BFSI segment to have the largest market size during the forecast period
By vertical, the segments include BFSI, telecom, healthcare and life sciences, retail and e-commerce, government and defense, manufacturing, IT and ITeS, energy and utilities, transportation and logistics, and others (media and entertainment, travel and hospitality, and education and research). Financial services businesses use Decision Intelligence to process credit applications for transactions such as mortgages and vehicle loans. AI-powered, it can use a customer's credit score, income, or other data to confirm a client's eligibility for specific services. Morgan Stanley, a sophisticated financial institution, that helps its consumers make wiser choices by utilizing in-house financial advisors and advanced decision-making technologies. Decision Intelligence powers their wealth management technology. Following the client's goal the AI system offers successful strategies, which are then confirmed by human specialists before being presented to the consumer. The banking industry employs decision intelligence to examine consumer behavior, anticipate demands, identify pain points, and create individualized products. According to a McKinsey report, only 20% of businesses are satisfied with their decision-making speed. Others admit to spending too much time attempting to make the perfect decision, which is not always the case.
The deployment & integration solution is registered to grow at the highest CAGR during the forecast period
By services, the decision intelligence had been segmented into Consulting, deployment & implementation, support & maintenance. The technical expertise provided by integration and deployment services enables organisations to select the appropriate software architecture for their operational requirements. For system integration and deployment services, the appropriate amount of connections and back-end integration expertise are therefore required. Due to the fact that these services ensure that systems work effectively with one another to increase the effectiveness of the whole supply chain and production process, they are gaining popularity among end users throughout the globe.
Among Vertical, Healthcare and Life Sciences vertical is anticipated to register the highest CAGR during the forecast period
The use of AI and RPA in healthcare decision intelligence has a wide range of advantages, including better data processing for developing high-quality electronic health record management, creating a user-friendly workflow for effective patient care, and improving the decision-making abilities of healthcare professionals. Healthcare organisations must enhance their decision intelligence by utilising AI technologies in a world of rapid change and rapidly shifting relationships with information. AI is the key to unlocking opportunities to add decision intelligence into healthcare organisations that functionalize over growing streams of data and constant learning to make information easily accessible for better decision making.
North America to account for the largest market size during the forecast period
North America is expected to have the largest market share in the decision intelligence market. North America is one of the leading markers for Decision Intelligence in terms of market share. Countries, such as the US and Canada, are adopting Decision Intelligence technology in multiple application areas, propelling the growth of Decision Intelligence in this region. The high penetration of Decision Intelligence in multiple verticals, such as BFSI, healthcare, and retail, is driving the growth of this market in this region. The North American region has been extremely open toward the adoption of any new and innovative technologies and is expected to provide market growth opportunities to Decision Intelligence vendors, as it is expected to witness an exponential growth of IT device-based generated data and stringent laws and policies for safeguarding the data.

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 decision intelligence market.
 By Company: Tier I: 62%, Tier II: 23%, and Tier III: 15%
 By Designation: C-Level Executives: 38%, D-Level Executives: 30%, and Others: 32%
 By Region: APAC: 35%, Europe: 15%, North America: 40%, MEA: 5%, Latin America: 5%
The report includes the study of key players offering decision intelligence and services. It profiles major vendors in the global decision intelligence market. The major vendors in the global decision intelligence market include Google (US), IBM (US), Oracle (US), Microsoft (US), Board International (Switzerland), Cerebra (US), Clarifai (US), Diwo.ai (US), Domo (US), H2O.AI (US), Intel (US), Metaphacts (Germany), Pace Revenue (UK), Paretos (Germany), Peak.ai (UK), Provenir (US), Quantellia (US), Systems Technology Group (US), Pyramid Analaytics (Netherlands), Tellius (US) and Course5i (India).
Research Coverage
The market study covers the decision intelligence market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as components, deployment mode, organization size, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall decision intelligence market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.



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Table of Contents

1 INTRODUCTION 37
1.1 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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