データマネタイゼーション市場:コンポーネント(ツール、サービス)、データタイプ(顧客データ、財務データ)、ビジネス機能、デプロイメントタイプ、組織サイズ、産業分野、地域別 - 2027年までの世界予測Data Monetization Market by Component (Tools and Services), Data Type (Customer Data, Financial Data), Business Function, Deployment Type, Organization Size, Industry Vertical and Region - Global Forecast to 2027 データマネタイゼーション市場の規模は、2022年の29億米ドルから2027年には73億米ドルへと、予測期間中に19.5%の複合年間成長率(CAGR)で成長すると予測されています。データ生成量の増加やデータストレージの低... もっと見る
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サマリーデータマネタイゼーション市場の規模は、2022年の29億米ドルから2027年には73億米ドルへと、予測期間中に19.5%の複合年間成長率(CAGR)で成長すると予測されています。データ生成量の増加やデータストレージの低コスト化、高度な分析や可視化の急速な普及などが、データ収益化市場の成長を促す要因として挙げられます。サービスは、効果的なデータメンテナンス戦略を適用することで、組織のコスト削減を支援します。 サービスは、データ収益化ソフトウェアのライフサイクルの不可欠な部分を形成しています。サービスは、実装と統合、トレーニングとコンサルティング、製品のアップグレード、サポートとメンテナンスなど、ソフトウェアの展開から管理に至るまで、ソフトウェアの機能性を支援します。データ収益化ツールやソリューションの複雑な性質が、データ収益化サービスの需要を高めると予想されます。このセクションでカバーされるサービスは、コンサルティング、サポートとメンテナンス、実装です。これらのサービスは、企業がデータ収益化ツールを自社施設やクラウドに容易に導入できるよう支援します。 コンサルティングサービスを利用して新たな収益や利益源を生み出す新たな機会を捉えることができることが、コンサルティング型データマネタイゼーションサービスの採用を促進する主な要因となっている サービスプロバイダーは、既存のデータから追加の収益源を認識するための新しい方法論を導入する際に、クライアントを支援するコンサルティングサービスを提供しています。したがって、顧客は膨大なデータセットを使って新製品の基盤を構築し、それをデータ・インテリジェンスの恩恵を受ける他の企業に利益を得て販売することができます。 データマネタイゼーションツールにより、企業は収益性を判断し、ビジネスセグメントを分析することができます。 財務データは、企業の財務取引に関連する過去と現在のデータで構成されています。これらの取引には、収入、支出、銀行残高、契約、その他の財務データが含まれます。社内外のソースや特殊なオンライン取引を通じて貴重な財務データが増加していることから、財務データの収益化の採用が進むと予想されます。 ブランドエクイティを向上させるためにデータ主導のマーケティングキャンペーンを実施するニーズの高まりが、データマネタイゼーション市場の成長を促す主な要因となっています。 データは、マーケティングキャンペーン、コンテンツ、プログラム、従業員などのパフォーマンスを評価する方法を提供します。売上高のような表面的なデータは、製品のパフォーマンスを提供することが可能です。企業は、販売・マーケティングデータを活用して、特定の市場から製品を撤退させたり、市場で新製品を開発したりする際の意思決定を行うことができます。データは、組織内のあらゆる部門の震源地である。データは即時の意思決定を容易にし、革新的な製品への道を開く。 クラウドベースのデータ収益化ツールは迅速な導入を可能にするため、クラウドベースのデータ収益化ツールの採用が進むと予想されます。 最近では、データ主導の意思決定や高度な分析の導入が進んでいるため、企業はデータ収益化ソリューションを採用するようになりました。中小企業では、コストの削減、ハードウェア保守のための人員不要、迅速かつ効率的な成果、完全な柔軟性と拡張性などの主な利点から、クラウド導入型の採用に大きく動いており、その結果、運用費(OPEX)と資本支出を削減することができます。 組織のデータ管理に関連する政府のコンプライアンスや規制要件の必要性から、中小企業におけるデータマネタイゼーションの採用が進むと考えられます。 市場競争の激化により、中小企業はデータマネタイゼーションツールやサービスに投資し、大量のデータプールから洞察を得てビジネスの成長を図ることが推奨されています。大企業と比較して、中小企業はリソース不足に直面しており、資産と要件のコスト最適化のために、複雑な問題を解決する費用対効果の高い方法を必要としています。 メディア・エンターテイメント業界におけるデータの収益化は、ビジネス全体の中で特に重要であり、より高いRoIを実現することが期待されています。 メディア・エンターテイメント業界は、従来のコンテンツ中心の世界から顧客中心の世界へと劇的に変化しています。そのため、顧客の好みを理解し、顧客の需要を予測することが、効率的なコンテンツ管理、財務パフォーマンス、収益性にとって重要になっています。業界各社は、顧客の利便性に応えるため、サブスクリプション・サービスからマルチチャネルでの提供へと、ソリューション提供形態を変化させています。したがって、このような場合、顧客のメディア嗜好と関連する行動を包括的に理解することが、市場で成功するための鍵となります。データ収益化ツールおよびサービスは、メディアおよびエンターテイメント企業が新たな市場機会を特定し、パーソナライズされたユーザー体験を提供し、新たな顧客ニーズに対応するのに役立ちます。 2022年、データマネタイゼーション市場を支配するのは北米 北米には、米国とカナダという2つの主要経済国が存在するため、同地域におけるデータ収益化ツールの採用が進むと予想されます。また、同地域のBFSIや小売などの最終用途産業は、顧客体験の向上と販売サイクルの短縮に注力しており、これが予測期間中の市場を牽引すると見られています。同地域では、インサイトを重視する企業の間でデータ収益化ツールやサービスが他の地域と比較して急速に普及していることから、データ収益化ソリューションの採用率は北米で最も高くなると予想されます。この地域は、ビッグデータ、機械学習、情報科学、ハイパフォーマンスコンピューティングなどの高度な分析ソリューションと実践のための革新的なイニシアチブをいち早く採用し、開催地となっています。大手企業を含むほとんどのデータマネタイゼーションベンダーは、システムインテグレーター、ディストリビューター、リセラーを通じて、この地域に直接または間接的に進出しています。 二次調査で収集したいくつかのセグメントとサブセグメントの市場規模を決定し検証する過程で、キーパーソンに対して広範な一次インタビューを実施した。主要参加者のプロフィールの内訳は以下の通りである。 - 企業タイプ別ティアI:28%、ティアII:20%、ティアIII:52 - 役職別Cレベル:40%、Dレベル:29%、その他:31%。31% - 地域別北米:42%、欧州:35%、APAC:15%, 行: 8 本レポートでは、以下の主要ベンダーのプロフィールを掲載しています。 1.マイクロソフト (米国) 2.オラクル(米) 3.セールスフォース(US) 4.SAS(米) 5.TIBCO(米国) 6.IBM 7.Qlik (US) 8.SAP (ドイツ) 9.ルッカー (アメリカ) 10.ThoughtSpot (米国) 11.Sisense (US) 12.Domo (米国) 13.アクセンチュア(アイルランド) 14.バーチュサ(米国) 15.インフォシス(インド) 16.1010データ(米国) 調査対象範囲 本レポートでは、データ収益化市場をコンポーネント(ツール、サービス)、データタイプ、ビジネス機能、展開タイプ(オンプレミス、クラウド)、組織規模(中小企業、大企業)、業種、地域別に分類しています。コンポーネントには、ツールおよびサービスが含まれます。サービスに基づいて、市場はサポートとメンテナンス、コンサルティング、インテグレーション、インプリメンテーションに区分されます。データの種類に基づき、市場は顧客データ、財務データ、製品データ、サプライヤーデータに区分される。ビジネス機能に基づき、市場はセールス&マーケティング、サプライチェーン・マネジメント、オペレーション、ファイナンス、その他に分類されます。展開タイプに基づき、オンプレミスとクラウドに区分されます。また、組織規模に基づき、中小企業、大企業に区分される。データマネタイゼーションツールを利用する業種としては、BFSI、通信、メディア・エンターテインメント、エネルギー・公共事業、輸送・物流、IT、小売・消費財、メディア・エンターテインメント、医療・生命科学、製造、その他の業種が挙げられます。 データマネタイゼーション市場の地理的分析は、5つの主要地域に広がっています。北米、欧州、アジア太平洋地域、中東・アフリカ、中南米です。 レポート購入の主なメリット 本レポートは、データマネタイゼーション市場の市場リーダー/新規参入者に、データマネタイゼーション市場全体とサブセグメントの収益数値の最も近い近似値に関する情報を提供するのに役立ちます。本レポートは、利害関係者が競争環境を理解し、自社のビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察力を得るのに役立ちます。また、利害関係者が市場の鼓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 261.1 OBJECTIVES OF THE STUDY 26 1.2 MARKET DEFINITION 26 1.2.1 INCLUSIONS AND EXCLUSIONS 27 1.3 MARKET SCOPE 27 1.3.1 MARKET SEGMENTATION 27 1.3.2 REGIONS COVERED 28 1.3.3 YEARS CONSIDERED FOR THE STUDY 28 1.4 CURRENCY CONSIDERED 29 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 29 1.5 STAKEHOLDERS 29 1.6 SUMMARY OF CHANGES 30 2 RESEARCH METHODOLOGY 31 2.1 RESEARCH DATA 31 FIGURE 1 DATA MONETIZATION MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.2 PRIMARY DATA 32 2.1.2.1 Breakup of primary profiles 33 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 33 2.1.2.2 Key industry insights 33 2.2 MARKET BREAKUP AND DATA TRIANGULATION 34 FIGURE 3 DATA TRIANGULATION 34 2.3 MARKET SIZE ESTIMATION 35 FIGURE 4 DATA MONETIZATION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 35 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF DATA MONETIZATION FROM VENDORS 36 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE OF DATA MONETIZATION VENDORS 37 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 (DEMAND SIDE): DATA MONETIZATION MARKET 38 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY – (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 38 2.4 COMPANY EVALUATION MATRIX METHODOLOGY 39 FIGURE 9 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 39 2.5 STARTUP/SME EVALUATION MATRIX METHODOLOGY 40 FIGURE 10 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 40 2.6 ASSUMPTIONS FOR THE STUDY 41 2.7 LIMITATIONS OF THE STUDY 41 3 EXECUTIVE SUMMARY 42 FIGURE 11 DATA MONETIZATION MARKET: GLOBAL SNAPSHOT, 2020-2027 42 FIGURE 12 TOP-GROWING SEGMENTS IN THE DATA MONETIZATION MARKET 43 FIGURE 13 TOOLS SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 44 FIGURE 14 INTEGRATION AND IMPLEMENTATION SERVICE TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 44 FIGURE 15 FINANCE SEGMENT TO HOLD A LARGER MARKET SIZE DURING THE FORECAST PERIOD 45 FIGURE 16 ON-PREMISES SEGMENT TO HOLD A LARGER MARKET SIZE DURING THE FORECAST PERIOD 45 FIGURE 17 CUSTOMER DATA SEGMENT TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 46 FIGURE 18 LARGE ENTERPRISES SEGMENT TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 46 FIGURE 19 TELECOMMUNICATION INDUSTRY VERTICAL TO HOLD THE LARGEST MARKET DURING THE FORECAST PERIOD 47 FIGURE 20 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 48 4 PREMIUM INSIGHTS 50 4.1 BRIEF OVERVIEW OF DATA MONETIZATION MARKET 50 FIGURE 21 INCREASING USE OF EXTERNAL DATA SOURCES TO DRIVE THE GROWTH OF THE DATA MONETIZATION MARKET DURING THE FORECAST PERIOD 50 4.2 DATA MONETIZATION MARKET, BY COMPONENT, 2022 VS. 2027 50 FIGURE 22 TOOLS SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 50 4.3 DATA MONETIZATION MARKET, BY SERVICES, 2022 VS. 2027 51 FIGURE 23 INTEGRATION AND IMPLEMENTATION SERVICE TO ACCOUNT FOR THE HIGHEST MARKET SHARE BY 2027 51 4.4 DATA MONETIZATION MARKET, BY DATA TYPE, 2022 VS. 2027 51 FIGURE 24 CUSTOMER DATA SEGMENT TO ACCOUNT FOR THE HIGHEST MARKET SHARE BY 2027 51 4.5 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2022 VS. 2027 51 FIGURE 25 ON-PREMISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 51 4.6 DATA MONETIZATION MARKET, BY ORGANIZATION SIZE, 2022 VS. 2027 52 FIGURE 26 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 52 4.7 DATA MONETIZATION MARKET, BY BUSINESS FUNCTION, 2022 VS. 2027 52 FIGURE 27 FINANCE SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 52 4.8 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2022 VS. 2027 53 FIGURE 28 TELECOMUNICATION VERTICAL TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 53 4.9 DATA MONETIZATION MARKET—INVESTMENT SCENARIO 53 FIGURE 29 ASIA PACIFIC TO EMERGE AS THE BEST MARKET FOR INVESTMENT IN NEXT FIVE YEARS 53 5 MARKET OVERVIEW AND INDUSTRY TRENDS 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 30 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA MONETIZATION MARKET 54 5.2.1 DRIVERS 55 5.2.1.1 Increase in volume of data generation and lower cost of data storage 55 5.2.1.2 Rapid adoption of advanced analytics and visualization 55 5.2.1.3 Increase in use of external data sources 55 5.2.1.4 Growth in the adoption of data-driven decision-making 55 5.2.1.5 Rise in business data volume and variety 56 5.2.2 RESTRAINTS 56 5.2.2.1 Varying structure of regulatory policies 56 5.2.2.2 Lack of 0rganizational capabilities and cultural barriers 56 5.2.3 OPPORTUNITIES 57 5.2.3.1 Increasing need to create insights from a pool of data 57 5.2.3.2 Rising adoption of AI for data processing 57 5.2.4 CHALLENGES 57 5.2.4.1 Quality of data collected by organizations for monetization 57 5.2.4.2 Privacy and security concerns 58 5.2.4.3 Increase in complexities in data structures 58 5.3 ECOSYSTEM 59 FIGURE 31 DATA MONETIZATION MARKET: ECOSYSTEM 59 5.4 SUPPLY CHAIN ANALYSIS 60 FIGURE 32 DATA MONETIZATION MARKET: SUPPLY CHAIN 60 5.5 TYPES OF DATA MONETIZATION 61 FIGURE 33 DIRECT VS INDIRECT DATA MONETIZATION 61 5.5.1 DIRECT DATA MONETIZATION 61 5.5.2 INDIRECT DATA MONETIZATION 62 5.6 TECHNOLOGICAL ANALYSIS 62 5.6.1 DATA AS A SERVICE 62 5.6.2 INSIGHT AS A SERVICE 62 5.6.3 ANALYTICS-ENABLED PLATFORM AS A SERVICE 62 5.6.4 EMBEDDED ANALYTICS 62 5.7 COVID-19 DRIVEN MARKET DYNAMICS 63 5.7.1 DRIVERS AND OPPORTUNITIES 63 5.7.2 RESTRAINTS AND CHALLENGES 64 5.8 PATENT ANALYSIS 64 FIGURE 34 NUMBER OF PATENTS PUBLISHED, 2012–2022 65 FIGURE 35 TOP FIVE PATENT OWNERS (GLOBAL) 65 TABLE 2 TOP TEN PATENT APPLICANTS (UNITED STATES) 65 5.9 CASE STUDY ANALYSIS 66 5.9.1 CASE STUDY 1: TO IMPROVE THE ACCURACY OF CUSTOMER CHURN PREDICTION THROUGH NEW MODELS, AND ALSO IMPROVE THE DATA MONETIZATION INITIATIVE 66 5.9.2 CASE STUDY 2: TO UTILIZE THE AVAILABLE DATA AND GAIN A COMPETITIVE ADVANTAGE IN THE MARKET 67 5.9.3 CASE STUDY 3: TO ENHANCE THE SAFETY AND MANAGE THE HUGE AMOUNT OF DATA GENERATED BY KEY PERFORMANCE INDICATORS (KPIS) USED FOR CONSTANT REPORTING ON SAFETY 67 5.9.4 CASE STUDY 4: TO PROVIDE A COMPLETE VIEW OF BUSINESS PERFORMANCE AND SHARE THE INFORMATION WITH ITS EMPLOYEES IN REAL-TIME ACROSS FINANCE, HCM, WORKFORCE MANAGEMENT, AND ASSET MANAGEMENT DEPARTMENTS. 68 5.9.5 CASE STUDY 5: TO FIND OUT INEFFICIENCIES IN THE HEALTHCARE CHAIN ON A PER PATIENT BASIS 68 5.10 AVERAGE SELLING PRICE: DATA MONETIZATION MARKET 69 TABLE 3 PRICING ANALYSIS: DATA MONETIZATION MARKET 69 5.11 TARIFF AND REGULATORY LANDSCAPE 70 5.11.1 REGULATIONS 70 5.11.1.1 North America 70 5.11.1.2 Europe 71 5.11.1.3 Asia Pacific 71 5.11.1.4 Middle East and South Africa 71 5.11.1.5 Latin America 71 6 DATA MONETIZATION MARKET, BY COMPONENT 72 6.1 INTRODUCTION 73 FIGURE 36 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 73 TABLE 4 DATA MONETIZATION MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 73 TABLE 5 DATA MONETIZATION MARKET, BY COMPONENT, 2021–2027 (USD MILLION) 73 6.1.1 COMPONENT: DATA MONETIZATION MARKET DRIVERS 74 6.1.2 COMPONENT: COVID-19 IMPACT 74 6.2 TOOLS 74 TABLE 6 TOOLS: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 75 TABLE 7 TOOLS: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 75 6.3 SERVICES 75 FIGURE 37 CONSULTING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 76 TABLE 8 SERVICES: DATA MONETIZATION MARKET SIZE, BY TYPE, 2016–2020 (USD MILLION) 76 TABLE 9 SERVICES: DATA MONETIZATION MARKET SIZE, BY TYPE, 2021–2027 (USD MILLION) 76 TABLE 10 SERVICES: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 77 TABLE 11 SERVICES: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 77 6.3.1 SUPPORT AND MAINTENANCE 77 TABLE 12 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 78 TABLE 13 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 78 6.3.2 CONSULTING 78 TABLE 14 CONSULTING MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 78 TABLE 15 CONSULTING MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 79 6.3.3 IMPLEMENTATION AND INTEGRATION 79 TABLE 16 IMPLEMENTATION AND INTEGRATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 79 TABLE 17 IMPLEMENTATION AND INTEGRATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 80 7 DATA MONETIZATION MARKET, BY DATA TYPE 81 7.1 INTRODUCTION 82 FIGURE 38 FINANCIAL DATA SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 82 TABLE 18 DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 82 TABLE 19 DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 83 7.1.1 DATA TYPE: DATA MONETIZATION MARKET DRIVERS 83 7.1.2 DATA TYPE: COVID-19 IMPACT 83 7.2 CUSTOMER DATA 83 TABLE 20 CUSTOMER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 84 TABLE 21 CUSTOMER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 84 7.3 PRODUCT DATA 84 TABLE 22 PRODUCT DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 85 TABLE 23 PRODUCT DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 85 7.4 FINANCIAL DATA 85 TABLE 24 FINANCIAL DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 86 TABLE 25 FINANCIAL DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 86 7.5 SUPPLIER DATA 86 TABLE 26 SUPPLIER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 87 TABLE 27 SUPPLIER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 87 8 DATA MONETIZATION MARKET, BY BUSINESS FUNCTION 88 8.1 INTRODUCTION 89 FIGURE 39 SALES AND MARKETING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 89 TABLE 28 DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 89 TABLE 29 DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 90 8.1.1 BUSINESS FUNCTION: DATA MONETIZATION MARKET DRIVERS 90 8.1.2 BUSINESS FUNCTION: COVID-19 IMPACT 90 8.2 SALES AND MARKETING 90 TABLE 30 SALES AND MARKETING: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 91 TABLE 31 SALES AND MARKETING: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 91 8.3 SUPPLY CHAIN MANAGEMENT 91 TABLE 32 SUPPLY CHAIN MANAGEMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 92 TABLE 33 SUPPLY CHAIN MANAGEMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 92 8.4 OPERATIONS 92 TABLE 34 OPERATIONS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 93 TABLE 35 OPERATIONS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 93 8.5 FINANCE 93 TABLE 36 FINANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 94 TABLE 37 FINANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 94 8.6 OTHERS 94 TABLE 38 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 95 TABLE 39 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 95 9 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE 96 9.1 INTRODUCTION 97 FIGURE 40 CLOUD DEPLOYMENT EXPECTED TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 97 TABLE 40 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 97 TABLE 41 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 97 9.1.1 DEPLOYMENT TYPE: DATA MONETIZATION MARKET DRIVERS 98 9.1.2 DEPLOYMENT TYPE: COVID-19 IMPACT 98 9.2 CLOUD 98 TABLE 42 CLOUD: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 99 TABLE 43 CLOUD: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 99 9.3 ON-PREMISES 99 TABLE 44 ON-PREMISES: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 100 TABLE 45 ON-PREMISES: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 100 10 DATA MONETIZATION MARKET, BY ORGANIZATION SIZE 101 10.1 INTRODUCTION 102 FIGURE 41 SMALL AND MEDIUM-SIZED ENTERPRISES(SMES) TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 102 TABLE 46 DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 102 TABLE 47 DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 103 10.1.1 ORGANIZATION SIZE: DATA MONETIZATION MARKET DRIVERS 103 10.1.2 ORGANIZATION SIZE: COVID-19 IMPACT 103 10.2 LARGE ENTERPRISES 103 TABLE 48 LARGE ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 104 TABLE 49 LARGE ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 104 10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 104 TABLE 50 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 105 TABLE 51 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 105 11 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL 106 11.1 INTRODUCTION 107 FIGURE 42 TELECOMMUNICATION VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 107 TABLE 52 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 107 TABLE 53 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 108 11.1.1 INDUSTRY VERTICAL: DATA MONETIZATION MARKET DRIVERS 108 11.1.2 INDUSTRY VERTICAL: COVID-19 IMPACT 108 11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 109 TABLE 54 BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA MONETIZATION MARKET SIZE, REGION, 2016–2020 (USD MILLION) 109 TABLE 55 BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 110 11.3 TELECOMMUNICATION 110 TABLE 56 TELECOMMUNICATION: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 110 TABLE 57 TELECOMMUNICATION: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027(USD MILLION) 111 11.4 CONSUMER GOODS AND RETAIL 111 TABLE 58 CONSUMER GOODS AND RETAIL: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 111 TABLE 59 CONSUMER GOODS AND RETAIL: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 112 11.5 INFORMATION TECHNOLOGY 112 TABLE 60 INFORMATION TECHNOLOGY: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 112 TABLE 61 INFORMATION TECHNOLOGY: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 113 11.6 HEALTHCARE 113 TABLE 62 HEALTHCARE: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 113 TABLE 63 HEALTHCARE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 114 11.7 MANUFACTURING 114 TABLE 64 MANUFACTURING: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 114 TABLE 65 MANUFACTURING: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 115 11.8 MEDIA AND ENTERTAINMENT 115 TABLE 66 MEDIA AND ENTERTAINMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 115 TABLE 67 MEDIA AND ENTERTAINMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 116 11.9 TRANSPORTATION AND LOGISTICS 116 TABLE 68 TRANSPORTATION AND LOGISTICS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 116 TABLE 69 TRANSPORTATION AND LOGISTICS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 117 11.10 ENERGY AND UTILITIES 117 TABLE 70 ENERGY AND UTILITIES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 117 TABLE 71 ENERGY AND UTILITIES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 118 11.11 OTHERS 118 TABLE 72 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 119 TABLE 73 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 119 12 DATA MONETIZATION MARKET, BY REGION 120 12.1 INTRODUCTION 121 FIGURE 43 ASIA PACIFIC TO SHOW THE HIGHEST GROWTH RATE DURING THE FORECAST PERIOD 121 TABLE 74 DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 121 TABLE 75 DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 122 12.2 NORTH AMERICA 122 12.2.1 NORTH AMERICA: DATA MONETIZATION MARKET DRIVERS 122 12.2.2 NORTH AMERICA: COVID-19 IMPACT 123 FIGURE 44 NORTH AMERICA: MARKET SNAPSHOT 124 TABLE 76 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 124 TABLE 77 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 125 TABLE 78 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 125 TABLE 79 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 125 TABLE 80 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 126 TABLE 81 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 126 TABLE 82 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 126 TABLE 83 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 127 TABLE 84 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 127 TABLE 85 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 127 TABLE 86 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 127 TABLE 87 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 128 TABLE 88 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 128 TABLE 89 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 129 TABLE 90 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 129 TABLE 91 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 129 12.2.3 UNITED STATES 130 TABLE 92 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 130 TABLE 93 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 130 TABLE 94 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 130 TABLE 95 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 131 TABLE 96 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 131 TABLE 97 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 131 TABLE 98 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 132 TABLE 99 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 132 TABLE 100 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 132 TABLE 101 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 133 TABLE 102 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 133 TABLE 103 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 133 TABLE 104 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020(USD, MILLION) 134 TABLE 105 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 134 12.2.4 CANADA 135 TABLE 106 CANADA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 135 TABLE 107 CANADA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 136 TABLE 108 CANADA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 136 TABLE 109 CANADA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 136 TABLE 110 CANADA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 136 TABLE 111 CANADA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 137 TABLE 112 CANADA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 137 TABLE 113 CANADA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 137 TABLE 114 CANADA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 138 TABLE 115 CANADA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 138 TABLE 116 CANADA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 138 TABLE 117 CANADA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 138 TABLE 118 CANADA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 139 TABLE 119 CANADA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 139 12.3 EUROPE 140 12.3.1 EUROPE: DATA MONETIZATION MARKET DRIVERS 140 12.3.2 EUROPE: COVID-19 IMPACT 140 TABLE 120 EUROPE: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 141 TABLE 121 EUROPE: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 141 TABLE 122 EUROPE: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 141 TABLE 123 EUROPE: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 141 TABLE 124 EUROPE: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 142 TABLE 125 EUROPE: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 142 TABLE 126 EUROPE: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 142 TABLE 127 EUROPE: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 143 TABLE 128 EUROPE: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 143 TABLE 129 EUROPE: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 143 TABLE 130 EUROPE: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 143 TABLE 131 EUROPE: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 144 TABLE 132 EUROPE: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 144 TABLE 133 EUROPE: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 145 TABLE 134 EUROPE: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 145 TABLE 135 EUROPE: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 145 12.3.3 UNITED KINGDOM 146 12.3.4 GERMANY 146 12.3.5 FRANCE 146 12.3.6 REST OF EUROPE 146 12.4 ASIA PACIFIC 147 12.4.1 ASIA PACIFIC: DATA MONETIZATION MARKET DRIVERS 147 12.4.2 ASIA PACIFIC: COVID-19 IMPACT 147 FIGURE 45 ASIA PACIFIC: MARKET SNAPSHOT 148 TABLE 136 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 148 TABLE 137 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 149 TABLE 138 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 149 TABLE 139 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 149 TABLE 140 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 149 TABLE 141 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 150 TABLE 142 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020(USD MILLION) 150 TABLE 143 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 150 TABLE 144 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 151 TABLE 145 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 151 TABLE 146 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 151 TABLE 147 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 151 TABLE 148 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 152 TABLE 149 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 152 TABLE 150 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 153 TABLE 151 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 153 12.4.3 AUSTRALIA AND NEW ZEALAND 153 12.4.4 CHINA 153 12.4.5 JAPAN 154 12.4.6 SINGAPORE 154 12.4.7 REST OF ASIA PACIFIC 154 12.5 MIDDLE EAST AND AFRICA 154 12.5.1 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET DRIVERS 155 12.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 155 TABLE 152 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 155 TABLE 153 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 155 TABLE 154 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 156 TABLE 155 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 156 TABLE 156 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 156 TABLE 157 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 157 TABLE 158 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 157 TABLE 159 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 157 TABLE 160 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 158 TABLE 161 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 158 TABLE 162 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 158 TABLE 163 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 158 TABLE 164 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020(USD MILLION) 159 TABLE 165 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 159 TABLE 166 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 160 TABLE 167 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 160 12.5.3 KINGDOM OF SAUDI ARABIA 160 12.5.4 UNITED ARAB EMIRATES 160 12.5.5 SOUTH AFRICA 161 12.5.6 REST OF MIDDLE EAST AND AFRICA 161 12.6 LATIN AMERICA 161 12.6.1 LATIN AMERICA: DATA MONETIZATION MARKET DRIVERS 161 12.6.2 LATIN AMERICA: COVID-19 IMPACT 162 TABLE 168 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 162 TABLE 169 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 162 TABLE 170 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 162 TABLE 171 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 163 TABLE 172 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 163 TABLE 173 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 163 TABLE 174 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 164 TABLE 175 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 164 TABLE 176 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 164 TABLE 177 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 165 TABLE 178 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 165 TABLE 179 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 165 TABLE 180 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 166 TABLE 181 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 166 TABLE 182 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 167 TABLE 183 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 167 12.6.3 BRAZIL 167 12.6.4 MEXICO 167 12.6.5 REST OF LATIN AMERICA 168 13 COMPETITIVE LANDSCAPE 169 13.1 INTRODUCTION 169 FIGURE 46 MARKET EVALUATION FRAMEWORK 169 13.2 MARKET SHARE ANALYSIS 170 FIGURE 47 MARKET SHARE ANALYSIS OF COMPANIES IN THE DATA MONETIZATION MARKET 170 13.3 MARKET RANKING 170 FIGURE 48 MARKET RANKING IN 2021 170 13.4 HISTORICAL REVENUE ANALYSIS OF LEADING PLAYERS 171 FIGURE 49 HISTORICAL FIVE-YEAR REVENUE ANALYSIS OF LEADING PLAYERS, 2017-2021 171 13.5 KEY MARKET DEVELOPMENTS 171 13.5.1 NEW LAUNCHES 171 TABLE 184 DATA MONETIZATION MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, 2019-2022 171 TABLE 185 DATA MONETIZATION MARKET: DEALS, 2019-2020 173 13.6 COMPANY EVALUATION QUADRANT 175 13.6.1 STARS 175 13.6.2 EMERGING LEADERS 176 13.6.3 PERVASIVE PLAYERS 176 13.6.4 PARTICIPANTS 176 FIGURE 50 DATA MONETIZATION MARKET (GLOBAL): COMPANY EVALUATION QUADRANT, 2021 177 14 COMPANY PROFILES 178 14.1 INTRODUCTION 178 14.2 KEY COMPANIES 178 (Business overview, Products/solutions/services offered, Recent Developments, MNM view)* 14.2.1 MICROSOFT 178 TABLE 186 MICROSOFT: BUSINESS OVERVIEW 179 FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 179 TABLE 187 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 180 TABLE 188 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 181 TABLE 189 MICROSOFT: DEALS 183 14.2.2 ORACLE 185 TABLE 190 ORACLE: BUSINESS OVERVIEW 185 FIGURE 52 ORACLE: COMPANY SNAPSHOT 186 TABLE 191 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 186 TABLE 192 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 187 TABLE 193 ORACLE: DEALS 188 14.2.3 SALESFORCE 189 TABLE 194 SALESFORCE: BUSINESS OVERVIEW 189 FIGURE 53 SALESFORCE: COMPANY SNAPSHOT 190 TABLE 195 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 190 TABLE 196 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 191 TABLE 197 SALESFORCE: DEALS 192 14.2.4 SAS 194 TABLE 198 SAS: BUSINESS OVERVIEW 194 TABLE 199 SAS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 194 TABLE 200 SAS: DEALS 195 14.2.5 TIBCO SOFTWARE 197 TABLE 201 TIBCO SOFTWARE: BUSINESS OVERVIEW 197 TABLE 202 TIBCO SOFTWARE: SOLUTIONS/SERVICES OFFERED 197 TABLE 203 TIBCO SOFTWARE: PRODUCT LAUNCHES 198 TABLE 204 TIBCO SOFTWARE: DEALS 198 14.2.6 IBM 200 TABLE 205 IBM: BUSINESS OVERVIEW 200 FIGURE 54 IBM: COMPANY SNAPSHOT 201 TABLE 206 IBM: SOLUTIONS OFFERED 201 TABLE 207 IBM: PRODUCT LAUNCHES 202 14.2.7 QLIK 203 TABLE 208 QLIK: BUSINESS OVERVIEW 203 TABLE 209 QLIK: SOLUTIONS OFFERED 203 TABLE 210 QLIK: DEALS 204 14.2.8 SAP 205 TABLE 211 SAP: BUSINESS OVERVIEW 205 FIGURE 55 SAP: COMPANY SNAPSHOT 206 TABLE 212 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 206 TABLE 213 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 207 TABLE 214 SAP: DEALS 207 14.2.9 LOOKER 208 TABLE 215 LOOKER: BUSINESS OVERVIEW 208 TABLE 216 LOOKER: PRODUCTS/SOLUTIONS/SERVICES OFFERED 208 TABLE 217 LOOKER: PRODUCT LAUNCHES AND ENHANCEMENTS 209 TABLE 218 LOOKER: DEALS 210 14.2.10 THOUGHTSPOT 212 TABLE 219 THOUGHTSPOT: BUSINESS OVERVIEW 212 TABLE 220 THOUGHTSPOT: PRODUCTS/SOLUTION/SOLUTIONS OFFERED 212 TABLE 221 THOUGHTSPOT: PRODUCT LAUNCHES 213 TABLE 222 THOUGHTSPOT: DEALS 213 14.2.11 SISENSE 214 TABLE 223 SISENSE: BUSINESS OVERVIEW 214 TABLE 224 SISENSE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 214 TABLE 225 SISENSE: PRODUCT LAUNCHES AND ENHANCEMENTS 215 TABLE 226 SISENSE: DEALS 216 14.2.12 DOMO 217 TABLE 227 DOMO: BUSINESS OVERVIEW 217 FIGURE 56 DOMO: COMPANY SNAPSHOT 218 TABLE 228 DOMO: PRODUCTS/SOLUTIONS/SERVICES OFFERED 219 TABLE 229 DOMO: PRODUCT LAUNCHES AND ENHANCEMENTS 220 TABLE 230 DOMO: DEALS 221 14.2.13 ACCENTURE 223 14.2.14 VIRTUSA 223 14.2.15 INFOSYS 224 14.2.16 1010DATA 225 14.2.17 INFOR 225 14.2.18 RELTIO 226 14.2.19 DATAROBOT 226 14.2.20 OPENWAVE MOBILITY 227 14.2.21 NETSCOUT 227 14.2.22 ADASTRA 228 14.2.23 OPTIVA 228 14.2.24 NESS 229 14.2.25 COMVIVA 230 14.3 STARTUP/SME PROFILES 231 14.3.1 MONETIZE 231 14.3.2 ELEVONDATA 231 14.3.3 EMU ANALYTICS 232 14.3.4 NARRATIVE 232 *Details on Business overview, Products/solutions/services offered, Recent Developments, MNM view might not be captured in case of unlisted companies.
SummaryThe data monetization market size is expected to grow from USD 2.9 billion in 2022 to USD 7.3 billion by 2027, at a Compound Annual Growth Rate (CAGR) of 19.5% during the forecast period. The increase in volume of data generation and lower cost of data storage, rapid adoption of advanced analytics and visualization are a few factors driving the growth of the data monetization market. Table of Contents1 INTRODUCTION 261.1 OBJECTIVES OF THE STUDY 26 1.2 MARKET DEFINITION 26 1.2.1 INCLUSIONS AND EXCLUSIONS 27 1.3 MARKET SCOPE 27 1.3.1 MARKET SEGMENTATION 27 1.3.2 REGIONS COVERED 28 1.3.3 YEARS CONSIDERED FOR THE STUDY 28 1.4 CURRENCY CONSIDERED 29 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 29 1.5 STAKEHOLDERS 29 1.6 SUMMARY OF CHANGES 30 2 RESEARCH METHODOLOGY 31 2.1 RESEARCH DATA 31 FIGURE 1 DATA MONETIZATION MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.2 PRIMARY DATA 32 2.1.2.1 Breakup of primary profiles 33 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 33 2.1.2.2 Key industry insights 33 2.2 MARKET BREAKUP AND DATA TRIANGULATION 34 FIGURE 3 DATA TRIANGULATION 34 2.3 MARKET SIZE ESTIMATION 35 FIGURE 4 DATA MONETIZATION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 35 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF DATA MONETIZATION FROM VENDORS 36 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE OF DATA MONETIZATION VENDORS 37 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 (DEMAND SIDE): DATA MONETIZATION MARKET 38 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY – (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 38 2.4 COMPANY EVALUATION MATRIX METHODOLOGY 39 FIGURE 9 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 39 2.5 STARTUP/SME EVALUATION MATRIX METHODOLOGY 40 FIGURE 10 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 40 2.6 ASSUMPTIONS FOR THE STUDY 41 2.7 LIMITATIONS OF THE STUDY 41 3 EXECUTIVE SUMMARY 42 FIGURE 11 DATA MONETIZATION MARKET: GLOBAL SNAPSHOT, 2020-2027 42 FIGURE 12 TOP-GROWING SEGMENTS IN THE DATA MONETIZATION MARKET 43 FIGURE 13 TOOLS SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 44 FIGURE 14 INTEGRATION AND IMPLEMENTATION SERVICE TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 44 FIGURE 15 FINANCE SEGMENT TO HOLD A LARGER MARKET SIZE DURING THE FORECAST PERIOD 45 FIGURE 16 ON-PREMISES SEGMENT TO HOLD A LARGER MARKET SIZE DURING THE FORECAST PERIOD 45 FIGURE 17 CUSTOMER DATA SEGMENT TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 46 FIGURE 18 LARGE ENTERPRISES SEGMENT TO HOLD THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 46 FIGURE 19 TELECOMMUNICATION INDUSTRY VERTICAL TO HOLD THE LARGEST MARKET DURING THE FORECAST PERIOD 47 FIGURE 20 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 48 4 PREMIUM INSIGHTS 50 4.1 BRIEF OVERVIEW OF DATA MONETIZATION MARKET 50 FIGURE 21 INCREASING USE OF EXTERNAL DATA SOURCES TO DRIVE THE GROWTH OF THE DATA MONETIZATION MARKET DURING THE FORECAST PERIOD 50 4.2 DATA MONETIZATION MARKET, BY COMPONENT, 2022 VS. 2027 50 FIGURE 22 TOOLS SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 50 4.3 DATA MONETIZATION MARKET, BY SERVICES, 2022 VS. 2027 51 FIGURE 23 INTEGRATION AND IMPLEMENTATION SERVICE TO ACCOUNT FOR THE HIGHEST MARKET SHARE BY 2027 51 4.4 DATA MONETIZATION MARKET, BY DATA TYPE, 2022 VS. 2027 51 FIGURE 24 CUSTOMER DATA SEGMENT TO ACCOUNT FOR THE HIGHEST MARKET SHARE BY 2027 51 4.5 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2022 VS. 2027 51 FIGURE 25 ON-PREMISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 51 4.6 DATA MONETIZATION MARKET, BY ORGANIZATION SIZE, 2022 VS. 2027 52 FIGURE 26 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 52 4.7 DATA MONETIZATION MARKET, BY BUSINESS FUNCTION, 2022 VS. 2027 52 FIGURE 27 FINANCE SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 52 4.8 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2022 VS. 2027 53 FIGURE 28 TELECOMUNICATION VERTICAL TO ACCOUNT FOR A LARGER MARKET SHARE BY 2027 53 4.9 DATA MONETIZATION MARKET—INVESTMENT SCENARIO 53 FIGURE 29 ASIA PACIFIC TO EMERGE AS THE BEST MARKET FOR INVESTMENT IN NEXT FIVE YEARS 53 5 MARKET OVERVIEW AND INDUSTRY TRENDS 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 30 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA MONETIZATION MARKET 54 5.2.1 DRIVERS 55 5.2.1.1 Increase in volume of data generation and lower cost of data storage 55 5.2.1.2 Rapid adoption of advanced analytics and visualization 55 5.2.1.3 Increase in use of external data sources 55 5.2.1.4 Growth in the adoption of data-driven decision-making 55 5.2.1.5 Rise in business data volume and variety 56 5.2.2 RESTRAINTS 56 5.2.2.1 Varying structure of regulatory policies 56 5.2.2.2 Lack of 0rganizational capabilities and cultural barriers 56 5.2.3 OPPORTUNITIES 57 5.2.3.1 Increasing need to create insights from a pool of data 57 5.2.3.2 Rising adoption of AI for data processing 57 5.2.4 CHALLENGES 57 5.2.4.1 Quality of data collected by organizations for monetization 57 5.2.4.2 Privacy and security concerns 58 5.2.4.3 Increase in complexities in data structures 58 5.3 ECOSYSTEM 59 FIGURE 31 DATA MONETIZATION MARKET: ECOSYSTEM 59 5.4 SUPPLY CHAIN ANALYSIS 60 FIGURE 32 DATA MONETIZATION MARKET: SUPPLY CHAIN 60 5.5 TYPES OF DATA MONETIZATION 61 FIGURE 33 DIRECT VS INDIRECT DATA MONETIZATION 61 5.5.1 DIRECT DATA MONETIZATION 61 5.5.2 INDIRECT DATA MONETIZATION 62 5.6 TECHNOLOGICAL ANALYSIS 62 5.6.1 DATA AS A SERVICE 62 5.6.2 INSIGHT AS A SERVICE 62 5.6.3 ANALYTICS-ENABLED PLATFORM AS A SERVICE 62 5.6.4 EMBEDDED ANALYTICS 62 5.7 COVID-19 DRIVEN MARKET DYNAMICS 63 5.7.1 DRIVERS AND OPPORTUNITIES 63 5.7.2 RESTRAINTS AND CHALLENGES 64 5.8 PATENT ANALYSIS 64 FIGURE 34 NUMBER OF PATENTS PUBLISHED, 2012–2022 65 FIGURE 35 TOP FIVE PATENT OWNERS (GLOBAL) 65 TABLE 2 TOP TEN PATENT APPLICANTS (UNITED STATES) 65 5.9 CASE STUDY ANALYSIS 66 5.9.1 CASE STUDY 1: TO IMPROVE THE ACCURACY OF CUSTOMER CHURN PREDICTION THROUGH NEW MODELS, AND ALSO IMPROVE THE DATA MONETIZATION INITIATIVE 66 5.9.2 CASE STUDY 2: TO UTILIZE THE AVAILABLE DATA AND GAIN A COMPETITIVE ADVANTAGE IN THE MARKET 67 5.9.3 CASE STUDY 3: TO ENHANCE THE SAFETY AND MANAGE THE HUGE AMOUNT OF DATA GENERATED BY KEY PERFORMANCE INDICATORS (KPIS) USED FOR CONSTANT REPORTING ON SAFETY 67 5.9.4 CASE STUDY 4: TO PROVIDE A COMPLETE VIEW OF BUSINESS PERFORMANCE AND SHARE THE INFORMATION WITH ITS EMPLOYEES IN REAL-TIME ACROSS FINANCE, HCM, WORKFORCE MANAGEMENT, AND ASSET MANAGEMENT DEPARTMENTS. 68 5.9.5 CASE STUDY 5: TO FIND OUT INEFFICIENCIES IN THE HEALTHCARE CHAIN ON A PER PATIENT BASIS 68 5.10 AVERAGE SELLING PRICE: DATA MONETIZATION MARKET 69 TABLE 3 PRICING ANALYSIS: DATA MONETIZATION MARKET 69 5.11 TARIFF AND REGULATORY LANDSCAPE 70 5.11.1 REGULATIONS 70 5.11.1.1 North America 70 5.11.1.2 Europe 71 5.11.1.3 Asia Pacific 71 5.11.1.4 Middle East and South Africa 71 5.11.1.5 Latin America 71 6 DATA MONETIZATION MARKET, BY COMPONENT 72 6.1 INTRODUCTION 73 FIGURE 36 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 73 TABLE 4 DATA MONETIZATION MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 73 TABLE 5 DATA MONETIZATION MARKET, BY COMPONENT, 2021–2027 (USD MILLION) 73 6.1.1 COMPONENT: DATA MONETIZATION MARKET DRIVERS 74 6.1.2 COMPONENT: COVID-19 IMPACT 74 6.2 TOOLS 74 TABLE 6 TOOLS: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 75 TABLE 7 TOOLS: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 75 6.3 SERVICES 75 FIGURE 37 CONSULTING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 76 TABLE 8 SERVICES: DATA MONETIZATION MARKET SIZE, BY TYPE, 2016–2020 (USD MILLION) 76 TABLE 9 SERVICES: DATA MONETIZATION MARKET SIZE, BY TYPE, 2021–2027 (USD MILLION) 76 TABLE 10 SERVICES: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 77 TABLE 11 SERVICES: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 77 6.3.1 SUPPORT AND MAINTENANCE 77 TABLE 12 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 78 TABLE 13 SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 78 6.3.2 CONSULTING 78 TABLE 14 CONSULTING MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 78 TABLE 15 CONSULTING MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 79 6.3.3 IMPLEMENTATION AND INTEGRATION 79 TABLE 16 IMPLEMENTATION AND INTEGRATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 79 TABLE 17 IMPLEMENTATION AND INTEGRATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 80 7 DATA MONETIZATION MARKET, BY DATA TYPE 81 7.1 INTRODUCTION 82 FIGURE 38 FINANCIAL DATA SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 82 TABLE 18 DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 82 TABLE 19 DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 83 7.1.1 DATA TYPE: DATA MONETIZATION MARKET DRIVERS 83 7.1.2 DATA TYPE: COVID-19 IMPACT 83 7.2 CUSTOMER DATA 83 TABLE 20 CUSTOMER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 84 TABLE 21 CUSTOMER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 84 7.3 PRODUCT DATA 84 TABLE 22 PRODUCT DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 85 TABLE 23 PRODUCT DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 85 7.4 FINANCIAL DATA 85 TABLE 24 FINANCIAL DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 86 TABLE 25 FINANCIAL DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 86 7.5 SUPPLIER DATA 86 TABLE 26 SUPPLIER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 87 TABLE 27 SUPPLIER DATA: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 87 8 DATA MONETIZATION MARKET, BY BUSINESS FUNCTION 88 8.1 INTRODUCTION 89 FIGURE 39 SALES AND MARKETING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 89 TABLE 28 DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 89 TABLE 29 DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 90 8.1.1 BUSINESS FUNCTION: DATA MONETIZATION MARKET DRIVERS 90 8.1.2 BUSINESS FUNCTION: COVID-19 IMPACT 90 8.2 SALES AND MARKETING 90 TABLE 30 SALES AND MARKETING: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 91 TABLE 31 SALES AND MARKETING: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 91 8.3 SUPPLY CHAIN MANAGEMENT 91 TABLE 32 SUPPLY CHAIN MANAGEMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 92 TABLE 33 SUPPLY CHAIN MANAGEMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 92 8.4 OPERATIONS 92 TABLE 34 OPERATIONS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 93 TABLE 35 OPERATIONS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 93 8.5 FINANCE 93 TABLE 36 FINANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 94 TABLE 37 FINANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 94 8.6 OTHERS 94 TABLE 38 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 95 TABLE 39 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 95 9 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE 96 9.1 INTRODUCTION 97 FIGURE 40 CLOUD DEPLOYMENT EXPECTED TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 97 TABLE 40 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 97 TABLE 41 DATA MONETIZATION MARKET, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 97 9.1.1 DEPLOYMENT TYPE: DATA MONETIZATION MARKET DRIVERS 98 9.1.2 DEPLOYMENT TYPE: COVID-19 IMPACT 98 9.2 CLOUD 98 TABLE 42 CLOUD: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 99 TABLE 43 CLOUD: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 99 9.3 ON-PREMISES 99 TABLE 44 ON-PREMISES: DATA MONETIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 100 TABLE 45 ON-PREMISES: DATA MONETIZATION MARKET, BY REGION, 2021–2027 (USD MILLION) 100 10 DATA MONETIZATION MARKET, BY ORGANIZATION SIZE 101 10.1 INTRODUCTION 102 FIGURE 41 SMALL AND MEDIUM-SIZED ENTERPRISES(SMES) TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 102 TABLE 46 DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 102 TABLE 47 DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 103 10.1.1 ORGANIZATION SIZE: DATA MONETIZATION MARKET DRIVERS 103 10.1.2 ORGANIZATION SIZE: COVID-19 IMPACT 103 10.2 LARGE ENTERPRISES 103 TABLE 48 LARGE ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 104 TABLE 49 LARGE ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 104 10.3 SMALL AND MEDIUM-SIZED ENTERPRISES 104 TABLE 50 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 105 TABLE 51 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 105 11 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL 106 11.1 INTRODUCTION 107 FIGURE 42 TELECOMMUNICATION VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 107 TABLE 52 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 107 TABLE 53 DATA MONETIZATION MARKET, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 108 11.1.1 INDUSTRY VERTICAL: DATA MONETIZATION MARKET DRIVERS 108 11.1.2 INDUSTRY VERTICAL: COVID-19 IMPACT 108 11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 109 TABLE 54 BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA MONETIZATION MARKET SIZE, REGION, 2016–2020 (USD MILLION) 109 TABLE 55 BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 110 11.3 TELECOMMUNICATION 110 TABLE 56 TELECOMMUNICATION: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 110 TABLE 57 TELECOMMUNICATION: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027(USD MILLION) 111 11.4 CONSUMER GOODS AND RETAIL 111 TABLE 58 CONSUMER GOODS AND RETAIL: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 111 TABLE 59 CONSUMER GOODS AND RETAIL: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 112 11.5 INFORMATION TECHNOLOGY 112 TABLE 60 INFORMATION TECHNOLOGY: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 112 TABLE 61 INFORMATION TECHNOLOGY: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 113 11.6 HEALTHCARE 113 TABLE 62 HEALTHCARE: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 113 TABLE 63 HEALTHCARE: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 114 11.7 MANUFACTURING 114 TABLE 64 MANUFACTURING: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 114 TABLE 65 MANUFACTURING: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 115 11.8 MEDIA AND ENTERTAINMENT 115 TABLE 66 MEDIA AND ENTERTAINMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 115 TABLE 67 MEDIA AND ENTERTAINMENT: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 116 11.9 TRANSPORTATION AND LOGISTICS 116 TABLE 68 TRANSPORTATION AND LOGISTICS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 116 TABLE 69 TRANSPORTATION AND LOGISTICS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 117 11.10 ENERGY AND UTILITIES 117 TABLE 70 ENERGY AND UTILITIES: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 117 TABLE 71 ENERGY AND UTILITIES: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 118 11.11 OTHERS 118 TABLE 72 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 119 TABLE 73 OTHERS: DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 119 12 DATA MONETIZATION MARKET, BY REGION 120 12.1 INTRODUCTION 121 FIGURE 43 ASIA PACIFIC TO SHOW THE HIGHEST GROWTH RATE DURING THE FORECAST PERIOD 121 TABLE 74 DATA MONETIZATION MARKET SIZE, BY REGION, 2016–2020 (USD MILLION) 121 TABLE 75 DATA MONETIZATION MARKET SIZE, BY REGION, 2021–2027 (USD MILLION) 122 12.2 NORTH AMERICA 122 12.2.1 NORTH AMERICA: DATA MONETIZATION MARKET DRIVERS 122 12.2.2 NORTH AMERICA: COVID-19 IMPACT 123 FIGURE 44 NORTH AMERICA: MARKET SNAPSHOT 124 TABLE 76 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 124 TABLE 77 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 125 TABLE 78 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 125 TABLE 79 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 125 TABLE 80 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 126 TABLE 81 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 126 TABLE 82 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 126 TABLE 83 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 127 TABLE 84 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 127 TABLE 85 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 127 TABLE 86 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 127 TABLE 87 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 128 TABLE 88 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 128 TABLE 89 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 129 TABLE 90 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 129 TABLE 91 NORTH AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 129 12.2.3 UNITED STATES 130 TABLE 92 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 130 TABLE 93 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 130 TABLE 94 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 130 TABLE 95 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 131 TABLE 96 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 131 TABLE 97 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 131 TABLE 98 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 132 TABLE 99 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 132 TABLE 100 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 132 TABLE 101 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 133 TABLE 102 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 133 TABLE 103 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 133 TABLE 104 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020(USD, MILLION) 134 TABLE 105 UNITED STATES: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 134 12.2.4 CANADA 135 TABLE 106 CANADA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 135 TABLE 107 CANADA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 136 TABLE 108 CANADA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 136 TABLE 109 CANADA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 136 TABLE 110 CANADA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 136 TABLE 111 CANADA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 137 TABLE 112 CANADA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 137 TABLE 113 CANADA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 137 TABLE 114 CANADA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 138 TABLE 115 CANADA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 138 TABLE 116 CANADA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 138 TABLE 117 CANADA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 138 TABLE 118 CANADA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 139 TABLE 119 CANADA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 139 12.3 EUROPE 140 12.3.1 EUROPE: DATA MONETIZATION MARKET DRIVERS 140 12.3.2 EUROPE: COVID-19 IMPACT 140 TABLE 120 EUROPE: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 141 TABLE 121 EUROPE: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 141 TABLE 122 EUROPE: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 141 TABLE 123 EUROPE: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 141 TABLE 124 EUROPE: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 142 TABLE 125 EUROPE: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 142 TABLE 126 EUROPE: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 142 TABLE 127 EUROPE: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 143 TABLE 128 EUROPE: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 143 TABLE 129 EUROPE: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 143 TABLE 130 EUROPE: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 143 TABLE 131 EUROPE: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 144 TABLE 132 EUROPE: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 144 TABLE 133 EUROPE: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 145 TABLE 134 EUROPE: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 145 TABLE 135 EUROPE: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 145 12.3.3 UNITED KINGDOM 146 12.3.4 GERMANY 146 12.3.5 FRANCE 146 12.3.6 REST OF EUROPE 146 12.4 ASIA PACIFIC 147 12.4.1 ASIA PACIFIC: DATA MONETIZATION MARKET DRIVERS 147 12.4.2 ASIA PACIFIC: COVID-19 IMPACT 147 FIGURE 45 ASIA PACIFIC: MARKET SNAPSHOT 148 TABLE 136 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 148 TABLE 137 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 149 TABLE 138 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 149 TABLE 139 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 149 TABLE 140 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 149 TABLE 141 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 150 TABLE 142 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020(USD MILLION) 150 TABLE 143 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 150 TABLE 144 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 151 TABLE 145 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 151 TABLE 146 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 151 TABLE 147 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 151 TABLE 148 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 152 TABLE 149 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 152 TABLE 150 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 153 TABLE 151 ASIA PACIFIC: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 153 12.4.3 AUSTRALIA AND NEW ZEALAND 153 12.4.4 CHINA 153 12.4.5 JAPAN 154 12.4.6 SINGAPORE 154 12.4.7 REST OF ASIA PACIFIC 154 12.5 MIDDLE EAST AND AFRICA 154 12.5.1 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET DRIVERS 155 12.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 155 TABLE 152 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 155 TABLE 153 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 155 TABLE 154 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 156 TABLE 155 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 156 TABLE 156 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 156 TABLE 157 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 157 TABLE 158 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 157 TABLE 159 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 157 TABLE 160 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 158 TABLE 161 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 158 TABLE 162 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 158 TABLE 163 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 158 TABLE 164 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020(USD MILLION) 159 TABLE 165 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 159 TABLE 166 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 160 TABLE 167 MIDDLE EAST AND AFRICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 160 12.5.3 KINGDOM OF SAUDI ARABIA 160 12.5.4 UNITED ARAB EMIRATES 160 12.5.5 SOUTH AFRICA 161 12.5.6 REST OF MIDDLE EAST AND AFRICA 161 12.6 LATIN AMERICA 161 12.6.1 LATIN AMERICA: DATA MONETIZATION MARKET DRIVERS 161 12.6.2 LATIN AMERICA: COVID-19 IMPACT 162 TABLE 168 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2016–2020 (USD MILLION) 162 TABLE 169 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COMPONENT, 2021–2027 (USD MILLION) 162 TABLE 170 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2016–2020 (USD MILLION) 162 TABLE 171 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY SERVICE, 2021–2027 (USD MILLION) 163 TABLE 172 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2016–2020 (USD MILLION) 163 TABLE 173 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DATA TYPE, 2021–2027 (USD MILLION) 163 TABLE 174 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 164 TABLE 175 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY BUSINESS FUNCTION, 2021–2027 (USD MILLION) 164 TABLE 176 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2016–2020 (USD MILLION) 164 TABLE 177 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY DEPLOYMENT TYPE, 2021–2027 (USD MILLION) 165 TABLE 178 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 165 TABLE 179 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY ORGANIZATION SIZE, 2021–2027 (USD MILLION) 165 TABLE 180 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 166 TABLE 181 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY INDUSTRY VERTICAL, 2021–2027 (USD MILLION) 166 TABLE 182 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2016–2020 (USD MILLION) 167 TABLE 183 LATIN AMERICA: DATA MONETIZATION MARKET SIZE, BY COUNTRY, 2021–2027 (USD MILLION) 167 12.6.3 BRAZIL 167 12.6.4 MEXICO 167 12.6.5 REST OF LATIN AMERICA 168 13 COMPETITIVE LANDSCAPE 169 13.1 INTRODUCTION 169 FIGURE 46 MARKET EVALUATION FRAMEWORK 169 13.2 MARKET SHARE ANALYSIS 170 FIGURE 47 MARKET SHARE ANALYSIS OF COMPANIES IN THE DATA MONETIZATION MARKET 170 13.3 MARKET RANKING 170 FIGURE 48 MARKET RANKING IN 2021 170 13.4 HISTORICAL REVENUE ANALYSIS OF LEADING PLAYERS 171 FIGURE 49 HISTORICAL FIVE-YEAR REVENUE ANALYSIS OF LEADING PLAYERS, 2017-2021 171 13.5 KEY MARKET DEVELOPMENTS 171 13.5.1 NEW LAUNCHES 171 TABLE 184 DATA MONETIZATION MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, 2019-2022 171 TABLE 185 DATA MONETIZATION MARKET: DEALS, 2019-2020 173 13.6 COMPANY EVALUATION QUADRANT 175 13.6.1 STARS 175 13.6.2 EMERGING LEADERS 176 13.6.3 PERVASIVE PLAYERS 176 13.6.4 PARTICIPANTS 176 FIGURE 50 DATA MONETIZATION MARKET (GLOBAL): COMPANY EVALUATION QUADRANT, 2021 177 14 COMPANY PROFILES 178 14.1 INTRODUCTION 178 14.2 KEY COMPANIES 178 (Business overview, Products/solutions/services offered, Recent Developments, MNM view)* 14.2.1 MICROSOFT 178 TABLE 186 MICROSOFT: BUSINESS OVERVIEW 179 FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 179 TABLE 187 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 180 TABLE 188 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 181 TABLE 189 MICROSOFT: DEALS 183 14.2.2 ORACLE 185 TABLE 190 ORACLE: BUSINESS OVERVIEW 185 FIGURE 52 ORACLE: COMPANY SNAPSHOT 186 TABLE 191 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 186 TABLE 192 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 187 TABLE 193 ORACLE: DEALS 188 14.2.3 SALESFORCE 189 TABLE 194 SALESFORCE: BUSINESS OVERVIEW 189 FIGURE 53 SALESFORCE: COMPANY SNAPSHOT 190 TABLE 195 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 190 TABLE 196 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 191 TABLE 197 SALESFORCE: DEALS 192 14.2.4 SAS 194 TABLE 198 SAS: BUSINESS OVERVIEW 194 TABLE 199 SAS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 194 TABLE 200 SAS: DEALS 195 14.2.5 TIBCO SOFTWARE 197 TABLE 201 TIBCO SOFTWARE: BUSINESS OVERVIEW 197 TABLE 202 TIBCO SOFTWARE: SOLUTIONS/SERVICES OFFERED 197 TABLE 203 TIBCO SOFTWARE: PRODUCT LAUNCHES 198 TABLE 204 TIBCO SOFTWARE: DEALS 198 14.2.6 IBM 200 TABLE 205 IBM: BUSINESS OVERVIEW 200 FIGURE 54 IBM: COMPANY SNAPSHOT 201 TABLE 206 IBM: SOLUTIONS OFFERED 201 TABLE 207 IBM: PRODUCT LAUNCHES 202 14.2.7 QLIK 203 TABLE 208 QLIK: BUSINESS OVERVIEW 203 TABLE 209 QLIK: SOLUTIONS OFFERED 203 TABLE 210 QLIK: DEALS 204 14.2.8 SAP 205 TABLE 211 SAP: BUSINESS OVERVIEW 205 FIGURE 55 SAP: COMPANY SNAPSHOT 206 TABLE 212 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED 206 TABLE 213 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 207 TABLE 214 SAP: DEALS 207 14.2.9 LOOKER 208 TABLE 215 LOOKER: BUSINESS OVERVIEW 208 TABLE 216 LOOKER: PRODUCTS/SOLUTIONS/SERVICES OFFERED 208 TABLE 217 LOOKER: PRODUCT LAUNCHES AND ENHANCEMENTS 209 TABLE 218 LOOKER: DEALS 210 14.2.10 THOUGHTSPOT 212 TABLE 219 THOUGHTSPOT: BUSINESS OVERVIEW 212 TABLE 220 THOUGHTSPOT: PRODUCTS/SOLUTION/SOLUTIONS OFFERED 212 TABLE 221 THOUGHTSPOT: PRODUCT LAUNCHES 213 TABLE 222 THOUGHTSPOT: DEALS 213 14.2.11 SISENSE 214 TABLE 223 SISENSE: BUSINESS OVERVIEW 214 TABLE 224 SISENSE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 214 TABLE 225 SISENSE: PRODUCT LAUNCHES AND ENHANCEMENTS 215 TABLE 226 SISENSE: DEALS 216 14.2.12 DOMO 217 TABLE 227 DOMO: BUSINESS OVERVIEW 217 FIGURE 56 DOMO: COMPANY SNAPSHOT 218 TABLE 228 DOMO: PRODUCTS/SOLUTIONS/SERVICES OFFERED 219 TABLE 229 DOMO: PRODUCT LAUNCHES AND ENHANCEMENTS 220 TABLE 230 DOMO: DEALS 221 14.2.13 ACCENTURE 223 14.2.14 VIRTUSA 223 14.2.15 INFOSYS 224 14.2.16 1010DATA 225 14.2.17 INFOR 225 14.2.18 RELTIO 226 14.2.19 DATAROBOT 226 14.2.20 OPENWAVE MOBILITY 227 14.2.21 NETSCOUT 227 14.2.22 ADASTRA 228 14.2.23 OPTIVA 228 14.2.24 NESS 229 14.2.25 COMVIVA 230 14.3 STARTUP/SME PROFILES 231 14.3.1 MONETIZE 231 14.3.2 ELEVONDATA 231 14.3.3 EMU ANALYTICS 232 14.3.4 NARRATIVE 232 *Details on Business overview, Products/solutions/services offered, Recent Developments, MNM view might not be captured in case of unlisted companies.
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