経営意思決定市場:提供サービス別、業種別(BFSI、小売・消費財、通信、IT・ITサービス、ヘルスケア・ライフサイエンス、製造、政府、運輸・物流、エネルギー・公益事業)、用途別、地域別 - 2028年までの世界予測Management Decision Market by Offering, Vertical (BFSI, Retail & Consumer Goods, Telecom, IT & ITeS, Healthcare & Lifesciences, Manufacturing, Government, Transportation & Logistics, Energy & Utilities), Application and Region - Global Forecast to 2028 MarketsandMarkets社は、経営意思決定市場規模が2023年の62億米ドルから2028年には114億米ドルに成長し、予測期間中の年平均成長率は13.0%になると予測している。意思決定の質を向上させ、有効性を高めてビジネ... もっと見る
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サマリーMarketsandMarkets社は、経営意思決定市場規模が2023年の62億米ドルから2028年には114億米ドルに成長し、予測期間中の年平均成長率は13.0%になると予測している。意思決定の質を向上させ、有効性を高めてビジネスの俊敏性を実現するニーズの高まりあらゆる組織において、意思決定はますます複雑化・多面化している。今や意思決定は、企業全体に広範囲な影響を及ぼす、より広範な検討事項を含むものとなっている。レガシーシステムの使用は、このような発展の妨げとなるため、アプリケーション、プラットフォーム、テクノロジーレベルでの変革が必要となります。ビジネス意思決定管理ソフトウェアは、企業が重要な戦略的、戦術的、運用上の意思決定を行うのを支援する。これにより、企業は市場競争上の優位性を獲得し、効率を高め、投資収益率(ROI)を向上させることができる。「分野別では、製造業分野が予測期間中に最も高いCAGRで成長する見込みである。 製造業企業は、同業界におけるデジタルトランスフォーメーションの高まりにより、かなりのサイバー脅威に直面している。製造業は、新世代のマシンツーマシンシステム、モバイルアプリ、クラウドベースのサービスを活用している。この業界では、作業プロセスに自動化を導入し、リアルタイム・システムとビジネス・アプリケーションを統合して情報の流れを合理化している。製造企業は、コスト効率の高いインフラを提供できるよう、業務の効率化とIT機器コストの削減を目指している。同業界では、ITインフラへの投資を最小限に抑えながら業績を向上させるため、経営判断ソフトウェアへの需要が見込まれる。 "オファリング別では、ソフトウェア分野が予測期間中最大の市場規模を維持すると予測されている。" 本レポートでは、経営意思決定ソフトウェアをスタンドアロンおよび統合されたソフトウェアプラットフォームまたはスイートとみなしている。経営意思決定に使用されるソフトウェアは、様々なツールを包含する。ビジネスインテリジェンス(BI)ソフトウェアはデータ分析と可視化を提供し、分析プラットフォームは大規模なデータセットから洞察を提供する。意思決定支援システム(DSS)は、データ分析とモデルを組み合わせ、複雑な選択を支援する。このソフトウェアにより、企業は反復可能な業務上の意思決定を自動化し、意思決定の質を向上させ、意思決定の一貫性を確保し、時間の経過とともに意思決定を迅速に調整・改善することができる。 "アジア太平洋地域は予測期間中、最も高いCAGRで成長する見込み" アジア太平洋地域は技術導入率が著しく、今後数年間、経営意思決定市場で最も高い成長率を記録すると予想される。アジア太平洋地域における経営意思決定市場の急成長は、同地域のあらゆる業種におけるM&A、合弁事業、資金調達などのビジネス取引やトランザクションの大幅な増加に起因している。国内企業の急速な拡大やインフラ整備は、アジア太平洋地域の経営意思決定市場の成長を促進すると予想される重要な要因の一部である。 プライマリーの内訳 本調査には、ソリューションベンダーからティア1企業まで、さまざまな業界専門家による洞察が含まれている。主要企業の内訳は以下の通りである: 企業別:ティア1~20%、ティア2~25%、ティア3~55 役職別Cレベル・エグゼクティブ-40%、ディレクターレベル-33%、その他-27 地域別:北米-32%、欧州-38%、APAC-18%、RoW-12 Management Decision市場の主要プレーヤーは、IBM(米国)、FICO(米国)、SAS(米国)、Oracle(米国)、Pegasystems(米国)、TIBCO Software(米国)、Sapiens International Corporation(イスラエル)、Experian(アイルランド)、Equifax(米国)、Actico(ドイツ)、Parmenides(ドイツ)である、Decision Management Solutions(米国)、OpenRules(米国)、Sparkling Logic(米国)、Scorto(オランダ)、RapidGen(英国)、Progress(米国)、InRule(米国)、CRIF(イタリア)、Decisions(米国)、Enova Decisions(米国)、FlexRule(オーストラリア)、Rulex(米国)、Seon(英国)、Decisimo(英国)。これらの企業は、経営意思決定市場での足跡を拡大するために、パートナーシップ、契約、提携、新製品の発売、製品の強化、買収など、さまざまな成長戦略を採用している。 調査範囲 本レポートでは、世界の経営意思決定市場を機能別にソフトウェアとサービスの2つに分類している。機能別では、管理意思決定市場を信用リスク管理、回収管理、顧客経験管理の3つに大別している。業種別では、マネジメント・ディシジョン市場はBFSI、IT・通信、製造、小売・消費財、政府、ヘルスケア・ライフサイエンス、エネルギー・公益事業、運輸・物流、その他の業種(教育、メディア、エンターテインメント)に分類される。地域別では、北米、欧州、APAC、MEA、中南米に区分されている。 レポートの主な利点 本レポートは、経営意思決定市場全体とサブセグメントにおける収益数の最も近い近似値に関する情報を提供することで、市場リーダー/新規参入者に役立つであろう。本レポートは、利害関係者が競争状況を理解し、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洞察を得るのに役立つだろう。本レポートは、利害関係者が市場の鼓動を理解し、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するのに役立つだろう。 本レポートは、以下のポイントに関する洞察を提供する: 主な促進要因(意思決定の質を向上させ、有効性を高めてビジネスの俊敏性を達成するニーズの高まり、業務上の意思決定を迅速化し、プロセス効率を向上させるニーズの高まり、ビジネスルールを作成するためのITチームへの依存度の低下、規制およびコンプライアンス基準を管理する必要性の高まり、意思決定プロセスを自動化するためのAIの統合の増加)、阻害要因(ビジネス意思決定管理ソフトウェアを採用することに対する中間管理職の抵抗、機械依存、誤った情報、限られたスキルを減らすための最新技術の採用に対する企業の抵抗)、機会(自動化とインテリジェンス意思決定の傾向の高まり、データ駆動型意思決定に対する企業の関心の高まり、予測分析による意思決定に対する組織の傾向の高まり)、経営意思決定市場の成長に影響を与える課題(意思決定管理のためのビジネスルールに関する文書化の欠如、熟練した労働力の欠如、ユーザー採用プロセスの作成における管理の不十分さ)。 - 製品開発/イノベーション:経営意思決定市場における今後の技術、研究開発活動、新製品・新サービスの発売に関する詳細な洞察。 - 市場開発:有利な市場に関する包括的な情報 - 当レポートでは、さまざまな地域の経営意思決定市場を分析しています。 - 市場の多様化:新製品とサービス、未開拓の地域、最近の開発、経営判断市場における投資に関する詳細な情報を提供します。 競合評価:IBM(米国)、FICO(米国)、SAS(米国)、オラクル(米国)、Pegasystems(米国)、TIBCO Software(米国)、Sapiens International Corporation(イスラエル)、Experian(アイルランド)、Equifax(米国)、Actico(ドイツ)などの主要企業の市場シェア、成長戦略、サービス内容を詳細に評価、Parmenides(ドイツ)、Decision Management Solutions(米国)、OpenRules(米国)、Sparkling Logic(米国)、Scorto(オランダ)、RapidGen(英国)、Progress(米国)、InRule(米国)、CRIF(イタリア)、Decisions(米国)、Enova Decisions(米国)、FlexRule(オーストラリア)、Rulex(米国)、Seon(英国)、Decisimo(英国)。 目次1 INTRODUCTION 361.1 STUDY OBJECTIVES 36 1.2 MARKET DEFINITION 36 1.2.1 INCLUSIONS AND EXCLUSIONS 36 1.3 STUDY SCOPE 37 1.3.1 MARKET SEGMENTATION 37 1.3.2 REGIONS COVERED 38 1.4 YEARS CONSIDERED 38 1.5 CURRENCY CONSIDERED 39 TABLE 1 USD EXCHANGE RATES, 2020–2022 39 1.6 STAKEHOLDERS 39 1.7 RECESSION IMPACT 39 1.8 SUMMARY OF CHANGES 40 2 RESEARCH METHODOLOGY 41 2.1 RESEARCH DATA 41 FIGURE 1 RESEARCH DESIGN 41 2.1.1 SECONDARY DATA 42 2.1.1.1 Key data from secondary sources 42 2.1.2 PRIMARY DATA 43 2.1.2.1 List of key primary interview participants 43 2.1.2.2 Breakup of primary profiles 43 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 43 2.1.2.3 Key data from primary sources 44 2.1.2.4 Key industry insights 44 2.2 DATA TRIANGULATION 45 FIGURE 3 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 4 MANAGEMENT DECISION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 46 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF SERVICES OFFERED BY VENDORS 47 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE OF VENDORS 48 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 49 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (BOTTOM-UP): REVENUE GENERATED BY VENDORS FROM SOFTWARE AND SERVICES 50 FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (DEMAND SIDE): REVENUE GENERATED BY KEY VENDORS 50 2.4 RESEARCH ASSUMPTIONS 51 2.5 LIMITATIONS AND RISK ASSESSMENT 52 2.6 RECESSION IMPACT ANALYSIS 52 3 EXECUTIVE SUMMARY 53 FIGURE 10 MANAGEMENT DECISION MARKET, 2023–2028 (USD MILLION) 53 FIGURE 11 MANAGEMENT DECISION MARKET, BY OFFERING, 2023 VS. 2028 (USD MILLION) 54 FIGURE 12 MANAGEMENT DECISION MARKET, BY VERTICAL, 2023 VS. 2028 (USD MILLION) 55 FIGURE 13 MANAGEMENT DECISION MARKET: REGIONAL SHARE 56 4 PREMIUM INSIGHTS 57 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MANAGEMENT DECISION MARKET 57 FIGURE 14 RISING GLOBAL TREND OF AUTOMATION AND INTELLIGENT DECISIONING ACROSS GLOBE TO DRIVE MARKET 57 4.2 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 58 FIGURE 15 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 58 4.3 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 58 FIGURE 16 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 58 4.4 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 59 FIGURE 17 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 59 4.5 MANAGEMENT DECISION MARKET: GEOGRAPHICAL SNAPSHOT 59 FIGURE 18 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 59 5 MARKET OVERVIEW AND INDUSTRY TRENDS 60 5.1 INTRODUCTION 60 5.2 MARKET DYNAMICS 60 FIGURE 19 MANAGEMENT DECISION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 60 5.2.1 DRIVERS 61 5.2.1.1 Increasing integration of AI to automate decision-making process 61 5.2.1.2 Rising need to improve quality of decisions and achieve business agility 61 FIGURE 20 MAJOR BENEFITS DRIVING MANAGEMENT DECISION MARKET 62 5.2.1.3 Growing focus on nurturing faster operational decision-making and improved process efficiency 62 5.2.1.4 Demand for reduced dependency on IT teams 63 5.2.1.5 Rising need for companies to manage regulatory and compliance standards 63 5.2.2 RESTRAINTS 64 5.2.2.1 Resistance of middle management 64 5.2.2.2 Rising mistrust of companies regarding adoption of new technologies 64 5.2.3 OPPORTUNITIES 64 5.2.3.1 Growing trend of automation and intelligent decision-making 64 FIGURE 21 CHALLENGES IN ADOPTING AI AND ML TECHNOLOGIES INTO EXISTING BANKING OPERATIONS 65 FIGURE 22 BENEFITS ACHIEVED FROM ADOPTING AI AND ML TECHNOLOGIES 66 5.2.3.2 Focus of players on data-driven insights 66 5.2.3.3 Inclination of organizations toward decision-making with predictive analytics 66 5.2.4 CHALLENGES 67 5.2.4.1 Insufficient documentation 67 5.2.4.2 Lack of skilled workforce 67 5.3 HISTORY OF MANAGEMENT DECISION MARKET 67 5.3.1 EARLY APPROACH 67 5.3.2 SCIENTIFIC MANAGEMENT 68 5.3.3 ADMINISTRATIVE MANAGEMENT 68 5.3.4 DECISION SUPPORT SYSTEMS 68 5.3.5 MANAGEMENT INFORMATION SYSTEMS 68 5.3.6 ENTERPRISE RESOURCE PLANNING 68 5.3.7 INTEGRATED DECISION SUPPORT 68 5.4 ECOSYSTEM ANALYSIS 69 FIGURE 23 EVOLUTION OF MANAGEMENT DECISION MARKET 69 FIGURE 24 ECOSYSTEM MAP 70 5.4.1 SOLUTION PROVIDERS 70 5.4.2 SERVICE PROVIDERS 70 5.4.3 SYSTEM INTEGRATORS 70 5.4.4 DATA SOURCES AND PARTNERS 70 5.4.5 TECHNOLOGY & CLOUD INFRASTRUCTURE PROVIDERS 71 5.4.6 END USERS 71 TABLE 2 ROLE OF PLAYERS IN MARKET ECOSYSTEM 71 5.5 CASE STUDY ANALYSIS 72 5.5.1 MERCURY INSURANCE ADOPTED FICO’S MANAGEMENT DECISION SOLUTIONS TO ACCELERATE UNDERWRITING PROCESS 72 5.5.2 ABBVIE ADOPTED PEGASYSTEM’S MANAGEMENT DECISION SOLUTIONS TO ENHANCE CUSTOMER EXPERIENCE 73 5.5.3 SÜDLEASING USED ACTICO’S CREDIT RISK MANAGEMENT PLATFORM TO ACHIEVE EFFICIENT CREDIT DECISION 73 5.5.4 BAJAJ FINANCE EMPLOYED ACTICO’S RULES TO ACHIEVE SIGNIFICANT IMPROVEMENT IN BUSINESS PROCESSES 74 5.5.5 T-MOBILE ADOPTED PEGASYSTEM’S SOLUTIONS TO ESTABLISH TEAM OF EXPERTS TO HANDLE CUSTOMER ISSUES 75 5.6 VALUE CHAIN ANALYSIS 76 FIGURE 25 VALUE CHAIN ANALYSIS 76 5.7 PATENT ANALYSIS 76 TABLE 3 PATENTS FILED, 2018–2023 76 TABLE 4 TOP 10 PATENT OWNERS IN MANAGEMENT DECISION MARKET, 2018–2023 77 FIGURE 26 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2018–2023 77 FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS 77 TABLE 5 LIST OF PATENTS GRANTED, 2018–2023 78 5.8 TRENDS AND DISRUPTIONS IMPACTING BUYERS 78 FIGURE 28 TRENDS AND DISRUPTIONS IMPACTING BUYERS 78 5.9 PORTER’S FIVE FORCES ANALYSIS 79 TABLE 6 PORTER’S FIVE FORCES ANALYSIS 79 FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 80 5.9.1 THREAT OF NEW ENTRANTS 80 5.9.2 THREAT OF SUBSTITUTES 80 5.9.3 BARGAINING POWER OF SUPPLIERS 81 5.9.4 BARGAINING POWER OF BUYERS 81 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 81 5.10 REGULATORY LANDSCAPE 81 TABLE 7 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 8 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 TABLE 9 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 TABLE 10 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84 TABLE 11 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 85 5.10.1 GENERAL DATA PROTECTION REGULATION 85 5.10.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION (ISO)/INTERNATIONAL ELECTROTECHNICAL COMMISSION (IEC) 27000 STANDARDS 86 5.10.3 CLOUD SECURITY ALLIANCE (CSA) 86 5.10.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT, 1996 86 5.10.5 FEDERAL FINANCIAL INSTITUTIONS EXAMINATION COUNCIL (FFIEC) 87 5.11 KEY STAKEHOLDERS AND BUYING CRITERIA 87 5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS 87 FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS 87 TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS 88 5.11.2 BUYING CRITERIA 88 FIGURE 31 KEY BUYING CRITERIA 88 TABLE 13 BUYING CRITERIA, BY KEY VERTICAL 88 5.12 TECHNOLOGY ANALYSIS 89 5.12.1 CLOUD/SOFTWARE-AS-A-SERVICE 89 5.12.2 ARTIFICIAL INTELLIGENCE 89 5.12.3 MACHINE LEARNING 89 5.12.4 ROBOTIC PROCESS AUTOMATION 90 5.12.5 IOT 90 5.13 PRICING ANALYSIS 91 5.13.1 AVERAGE SELLING PRICE OF MAJOR OFFERINGS, BY KEY PLAYER 91 TABLE 14 PRICING MODELS AND INDICATIVE PRICE POINTS, 2022–2023 91 5.14 KEY CONFERENCES & EVENTS 92 TABLE 15 KEY CONFERENCES & EVENTS, 2023–2024 92 5.15 BEST PRACTICES IN MANAGEMENT DECISION MARKET 93 5.16 FUTURE DIRECTION OF MANAGEMENT DECISION MARKET 94 5.16.1 MANAGEMENT DECISION MARKET ROADMAP 94 5.16.1.1 Short-term (2023–2025) 94 5.16.1.2 Mid-term (2026–2028) 94 5.16.1.3 Long-term (2029–2030) 94 6 MANAGEMENT DECISION MARKET, BY OFFERING 95 6.1 INTRODUCTION 96 6.1.1 OFFERINGS: MANAGEMENT DECISION MARKET DRIVERS 96 FIGURE 32 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 96 TABLE 16 MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 96 TABLE 17 MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 97 6.2 SOFTWARE 97 6.2.1 GROWING DEMAND FOR COST-EFFECTIVE MANAGEMENT DECISION SOLUTIONS TO DRIVE MARKET 97 TABLE 18 SOFTWARE: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 97 TABLE 19 SOFTWARE: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 98 6.2.2 STANDALONE 98 6.2.3 INTEGRATED 98 6.3 SERVICES 99 6.3.1 FOCUS ON DEPLOYING RIGHT SOLUTIONS TO IMPROVE OPERATIONAL EFFICIENCY TO BOOST GROWTH 99 FIGURE 33 CONSULTING SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 99 TABLE 20 SERVICES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 100 TABLE 21 SERVICES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 100 TABLE 22 MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 100 TABLE 23 MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 100 6.3.2 DEPLOYMENT & INTEGRATION 101 6.3.3 SUPPORT & MAINTENANCE 101 6.3.4 CONSULTING 101 7 MANAGEMENT DECISION MARKET, BY APPLICATION 102 7.1 INTRODUCTION 103 7.1.1 APPLICATIONS: MANAGEMENT DECISION MARKET DRIVERS 103 FIGURE 34 FRAUD DETECTION MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 103 TABLE 24 MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 104 TABLE 25 MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 104 7.2 COLLECTION MANAGEMENT 104 7.2.1 NEED FOR COMPANIES TO MANAGE AND TRACK CUSTOMER DEBT TO PROPEL GROWTH 104 TABLE 26 COLLECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 105 TABLE 27 COLLECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 105 7.3 CUSTOMER EXPERIENCE MANAGEMENT 105 7.3.1 GROWING EMPHASIS ON UNDERSTANDING CUSTOMER EXPECTATIONS AND IMPROVING SERVICES TO PROPEL MARKET 105 TABLE 28 CUSTOMER EXPERIENCE MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 106 TABLE 29 CUSTOMER EXPERIENCE MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 106 7.4 FRAUD DETECTION MANAGEMENT 106 7.4.1 GLOBAL RISE IN INCIDENTS OF FRAUD TO DRIVE USE OF FRAUD DETECTION MANAGEMENT SOLUTIONS 106 TABLE 30 FRAUD DETECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 107 TABLE 31 FRAUD DETECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 107 7.5 PRICING OPTIMIZATION 107 7.5.1 RISING FOCUS ON ENHANCING CROSS-BORDER SALES ACROSS MULTIPLE GEOGRAPHIES TO ENCOURAGE MARKET EXPANSION 107 TABLE 32 PRICING OPTIMIZATION: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 108 TABLE 33 PRICING OPTIMIZATION: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 108 7.6 CREDIT RISK MANAGEMENT 108 7.6.1 RISING DEMAND FOR ROBUST CREDIT RISK MANAGEMENT STRATEGIES TO DRIVE MARKET 108 TABLE 34 CREDIT RISK MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 109 TABLE 35 CREDIT RISK MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 109 7.7 OTHER APPLICATIONS 109 TABLE 36 OTHER APPLICATIONS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 110 TABLE 37 OTHER APPLICATIONS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 110 8 MANAGEMENT DECISION MARKET, BY VERTICAL 111 8.1 INTRODUCTION 112 8.1.1 VERTICALS: MANAGEMENT DECISION MARKET DRIVERS 112 FIGURE 35 ENERGY & UTILITIES SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 113 TABLE 38 MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 113 TABLE 39 MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 114 8.2 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 114 8.2.1 RAPID DIGITAL TRANSFORMATION AND CHANGING REGULATORY REQUIREMENTS TO DRIVE POPULARITY OF MANAGEMENT DECISION SOLUTIONS IN BFSI SECTOR 114 TABLE 40 BFSI: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 41 BFSI: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 115 8.2.2 BFSI: MANAGEMENT DECISION MARKET USE CASES 115 8.2.2.1 Banco de Crédito del Perú adopted FICO’s management decision solutions to achieve performance goals 115 8.2.2.2 BanReservas utilized FICO’s automation solutions to standardize credit evaluations, lower expenses, and enhance customer satisfaction 115 8.3 RETAIL & CONSUMER GOODS 116 8.3.1 GROWING NEED TO MANAGE ENORMOUS VOLUME OF CUSTOMER DATA AND INVENTORY TO BOOST MARKET 116 TABLE 42 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 43 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 116 8.3.2 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET USE CASES 117 8.3.2.1 Apero Solutions integrated its latest OpenEdge features into Latitude EFR to improve user interface 117 8.4 TELECOM 117 8.4.1 INCREASING FOCUS ON ANALYZING CUSTOMER INTERACTIONS TO DRIVE MARKET 117 TABLE 44 TELECOM: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 117 TABLE 45 TELECOM: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 118 8.4.2 TELECOM: MANAGEMENT DECISION MARKET USE CASES 118 8.4.2.1 Power & Telephone Supply Company adopted Telerik Platform to integrate mobile app development into its strategy 118 8.4.2.2 TELUS adopted FICO’s solutions to facilitate customer onboarding procedures 118 8.5 IT & ITES 118 8.5.1 RAPID AUTOMATION AND RISING NEED TO ESTABLISH EFFECTIVE RISK MANAGEMENT SYSTEMS TO BOOST DEMAND FOR MANAGEMENT DECISION SOLUTIONS 118 TABLE 46 IT & ITES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 119 TABLE 47 IT & ITES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 119 8.5.2 IT & ITES: MANAGEMENT DECISION MARKET USE CASES 119 8.5.2.1 Build.One adopted Progress’s OpenEdge to efficiently develop contemporary web applications 119 8.6 HEALTHCARE & LIFE SCIENCES 120 8.6.1 GROWING EMPHASIS ON ENHANCING PATIENT EXPERIENCE TO DRIVE ADOPTION OF MANAGEMENT DECISION SOFTWARE AND SERVICES 120 TABLE 48 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 120 TABLE 49 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 120 8.6.2 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET USE CASES 121 8.6.2.1 Bradesco Saúde partnered with Pega and Ernst & Young to digitally transform processes 121 8.6.2.2 Sked24 employed cutting-edge technology to transform patient-provider interactions into enduring relationships 121 8.7 MANUFACTURING 121 8.7.1 DEMAND TO IMPROVE OPERATIONAL EFFICIENCY AND MANAGE SUPPLY CHAIN TO PROPEL GROWTH 121 TABLE 50 MANUFACTURING: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 122 TABLE 51 MANUFACTURING: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 122 8.7.2 MANUFACTURING: MANAGEMENT DECISION MARKET USE CASES 122 8.7.2.1 Kubota Tractor Corporation partnered with Team SI to establish consistent brand experience and streamline infrastructure management 122 8.8 GOVERNMENT 123 8.8.1 INCREASING ADOPTION OF TECHNOLOGY IN GOVERNMENT ORGANIZATIONS TO DRIVE MARKET 123 TABLE 52 GOVERNMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 123 TABLE 53 GOVERNMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 123 8.8.2 GOVERNMENT: MANAGEMENT DECISION MARKET USE CASES 124 8.8.2.1 California Department of Public Health adopted Pega’s licensing programs to enhance customer experience 124 8.8.2.2 Jungle Lasers adopted Progress Rollbase Development Platform to achieve expedited time-to-market and business growth 124 8.8.2.3 National Physiatry Academy adopted Sitefinity’s content organization solutions to enhance customer experience and workflow efficiency 124 8.9 TRANSPORTATION & LOGISTICS 125 8.9.1 RISING DEMAND FOR MANAGEMENT DECISION SOLUTIONS TO OPTIMIZE OPERATIONS TO PROPEL MARKET 125 TABLE 54 TRANSPORTATION & LOGISTICS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 55 TRANSPORTATION & LOGISTICS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 125 8.9.2 TRANSFORMATION & LOGISTICS: MANAGEMENT DECISION MARKET USE CASES 126 8.9.2.1 SA Taxi adopted FICO’s Decision Modeler to incorporate automated decision-making into its loan origination processes 126 8.10 ENERGY & UTILITIES 126 8.10.1 RISING NEED TO LEVERAGE ADVANCED DECISIONING CAPABILITIES TO DRIVE MARKET 126 TABLE 56 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 57 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 127 8.10.2 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET USE CASES 127 8.10.2.1 Cleco utilized Progress Sitefinity’s solutions to enhance its performance in various categories essential for measuring overall customer satisfaction 127 8.11 OTHER VERTICALS 127 TABLE 58 OTHER VERTICALS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 128 TABLE 59 OTHER VERTICALS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 128 9 MANAGEMENT DECISION MARKET, BY REGION 129 9.1 INTRODUCTION 130 FIGURE 36 MANAGEMENT DECISION MARKET: REGIONAL SNAPSHOT 130 FIGURE 37 ASIA PACIFIC TO ACHIEVE HIGHEST CAGR DURING FORECAST PERIOD 131 TABLE 60 MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 131 TABLE 61 MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 131 9.2 NORTH AMERICA 132 9.2.1 NORTH AMERICA: MANAGEMENT DECISION MARKET DRIVERS 132 9.2.2 NORTH AMERICA: RECESSION IMPACT 133 FIGURE 38 NORTH AMERICA: MANAGEMENT DECISION MARKET SNAPSHOT 133 TABLE 62 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 134 TABLE 63 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 134 TABLE 64 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 134 TABLE 65 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 135 TABLE 66 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 135 TABLE 67 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 136 TABLE 68 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 136 TABLE 69 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 136 TABLE 70 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 137 TABLE 71 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 137 FIGURE 39 NORTH AMERICA: COUNTRY-WISE ANALYSIS 137 9.2.3 US 138 9.2.3.1 Rising adoption of cloud-based services to boost demand for management decision solutions 138 TABLE 72 US: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 138 TABLE 73 US: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 139 TABLE 74 US: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 139 TABLE 75 US: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 139 TABLE 76 US: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 140 TABLE 77 US: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 140 9.2.4 CANADA 141 9.2.4.1 Rapid cloud adoption and digital transformation to propel market 141 TABLE 78 CANADA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 141 TABLE 79 CANADA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 141 TABLE 80 CANADA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 142 TABLE 81 CANADA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 142 TABLE 82 CANADA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 143 TABLE 83 CANADA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 143 9.3 EUROPE 144 9.3.1 EUROPE: MANAGEMENT DECISION MARKET DRIVERS 144 9.3.2 EUROPE: RECESSION IMPACT 144 TABLE 84 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 145 TABLE 85 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 145 TABLE 86 EUROPE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 145 TABLE 87 EUROPE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146 TABLE 88 EUROPE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 146 TABLE 89 EUROPE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 147 TABLE 90 EUROPE: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 147 TABLE 91 EUROPE: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 147 FIGURE 40 EUROPE: COUNTRY-WISE ANALYSIS 148 TABLE 92 EUROPE: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 148 TABLE 93 EUROPE: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 148 9.3.3 UK 149 9.3.3.1 Adoption of advanced IT infrastructure and continued transition toward online services to drive market 149 TABLE 94 UK: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 149 TABLE 95 UK: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 149 TABLE 96 UK: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 150 TABLE 97 UK: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150 TABLE 98 UK: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 150 TABLE 99 UK: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 151 9.3.4 GERMANY 151 9.3.4.1 Government initiatives for technological developments in manufacturing sector to drive growth 151 TABLE 100 GERMANY: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 151 TABLE 101 GERMANY: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 152 TABLE 102 GERMANY: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 152 TABLE 103 GERMANY: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152 TABLE 104 GERMANY: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 153 TABLE 105 GERMANY: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 153 9.3.5 FRANCE 154 9.3.5.1 Stringent regulations to detect and prevent financial crimes to boost market expansion 154 9.3.6 ITALY 154 9.3.6.1 Increasing recognition of value of technology to boost adoption of management decision solutions 154 9.3.7 SPAIN 155 9.3.7.1 Growing demand for data-driven insights to drive growth 155 9.3.8 REST OF EUROPE 155 9.4 ASIA PACIFIC 155 9.4.1 ASIA PACIFIC: MANAGEMENT DECISION MARKET DRIVERS 156 9.4.2 ASIA PACIFIC: RECESSION IMPACT 156 FIGURE 41 ASIA PACIFIC: MANAGEMENT DECISION MARKET SNAPSHOT 157 TABLE 106 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 157 TABLE 107 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 158 TABLE 108 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 158 TABLE 109 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 158 TABLE 110 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 159 TABLE 111 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 159 TABLE 112 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 160 TABLE 113 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 160 FIGURE 42 ASIA PACIFIC: COUNTRY-WISE ANALYSIS 160 TABLE 114 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 161 TABLE 115 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 161 9.4.3 CHINA 161 9.4.3.1 Use of decision intelligence services for driving policy support and technological investments to fuel growth 161 TABLE 116 CHINA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 162 TABLE 117 CHINA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 162 TABLE 118 CHINA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 162 TABLE 119 CHINA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 162 TABLE 120 CHINA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 163 TABLE 121 CHINA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 163 9.4.4 JAPAN 164 9.4.4.1 Need to facilitate growth of digital economy and cloud computing to drive market 164 9.4.5 INDIA 164 9.4.5.1 Focus on enhancing customer experience and driving profitability to boost market 164 TABLE 122 INDIA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 165 TABLE 123 INDIA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 165 TABLE 124 INDIA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 165 TABLE 125 INDIA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 166 TABLE 126 INDIA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 166 TABLE 127 INDIA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 167 9.4.6 AUSTRALIA & NEW ZEALAND 167 9.4.6.1 Surge in fraud-related attacks to fuel adoption of management decision solutions 167 9.4.7 REST OF ASIA PACIFIC 167 9.5 MIDDLE EAST & AFRICA 168 9.5.1 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET DRIVERS 168 9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 169 TABLE 128 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 169 TABLE 129 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 169 TABLE 130 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 169 TABLE 131 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 170 TABLE 132 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 170 TABLE 133 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 171 TABLE 134 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 171 TABLE 135 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 171 TABLE 136 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 172 TABLE 137 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 172 9.5.3 KSA 172 9.5.3.1 Rapidly changing business environment to drive need for management decision solutions 172 9.5.4 UAE 173 9.5.4.1 Growing inclination of people toward advanced technologies to propel market 173 TABLE 138 UAE: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 173 TABLE 139 UAE: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 140 UAE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 174 TABLE 141 UAE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 174 TABLE 142 UAE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 174 TABLE 143 UAE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 175 9.5.5 SOUTH AFRICA 175 9.5.5.1 Rapid digitalization and adoption of cloud applications to propel market 175 9.5.6 REST OF MIDDLE EAST & AFRICA 175 9.6 LATIN AMERICA 176 9.6.1 LATIN AMERICA: MANAGEMENT DECISION MARKET DRIVERS 176 9.6.2 LATIN AMERICA: RECESSION IMPACT 176 TABLE 144 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 177 TABLE 145 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 177 TABLE 146 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 177 TABLE 147 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 178 TABLE 148 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 178 TABLE 149 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 179 TABLE 150 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 179 TABLE 151 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 179 TABLE 152 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 180 TABLE 153 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 180 9.6.3 BRAZIL 180 9.6.3.1 Increasing investments by government to boost mobile technologies to drive growth 180 TABLE 154 BRAZIL: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 180 TABLE 155 BRAZIL: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 181 TABLE 156 BRAZIL: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 181 TABLE 157 BRAZIL: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 181 TABLE 158 BRAZIL: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 182 TABLE 159 BRAZIL: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 182 9.6.4 MEXICO 183 9.6.4.1 Availability of technical expertise and high adoption rate of IoT to encourage market expansion 183 9.6.5 REST OF LATIN AMERICA 183 10 COMPETITIVE LANDSCAPE 184 10.1 OVERVIEW 184 10.2 STRATEGIES ADOPTED BY KEY PLAYERS 184 TABLE 160 STRATEGIES ADOPTED BY KEY PLAYERS 184 10.3 MARKET SHARE ANALYSIS FOR KEY PLAYERS 185 TABLE 161 MANAGEMENT DECISION MARKET: INTENSITY OF COMPETITIVE RIVALRY 186 10.4 RANKING OF KEY PLAYERS 186 FIGURE 43 RANKING OF KEY PLAYERS, 2023 186 10.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 187 FIGURE 44 COMPANY EVALUATION MATRIX FOR KEY PLAYERS: CRITERIA WEIGHTAGE 187 10.5.1 STARS 188 10.5.2 EMERGING LEADERS 188 10.5.3 PERVASIVE PLAYERS 188 10.5.4 PARTICIPANTS 188 FIGURE 45 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2023 189 10.6 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES 190 FIGURE 46 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES: CRITERIA WEIGHTAGE 190 10.6.1 PROGRESSIVE COMPANIES 190 10.6.2 RESPONSIVE COMPANIES 190 10.6.3 DYNAMIC COMPANIES 191 10.6.4 STARTING BLOCKS 191 FIGURE 47 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2023 191 10.7 COMPETITIVE BENCHMARKING 192 TABLE 162 PRODUCT FOOTPRINT WEIGHTAGE 192 TABLE 163 COMPETITIVE BENCHMARKING, BY OFFERING, APPLICATION, AND REGION 192 TABLE 164 LIST OF STARTUPS/SMES 194 10.8 MANAGEMENT DECISION MARKET: PRODUCT BENCHMARKING 195 10.8.1 PROMINENT MANAGEMENT DECISION SOLUTION PROVIDERS 195 10.8.1.1 Parmenides 195 10.8.1.2 TIBCO 195 10.8.1.3 SEON 195 TABLE 165 COMPARATIVE ANALYSIS OF MANAGEMENT DECISION SOLUTION PROVIDERS 195 10.9 VALUATION AND FINANCIAL METRICS OF KEY MANAGEMENT DECISION SOLUTION VENDORS 196 FIGURE 48 VALUATION AND FINANCIAL METRICS OF KEY MANAGEMENT DECISION SOLUTION VENDORS 196 10.10 COMPETITIVE SCENARIO 197 10.10.1 PRODUCT LAUNCHES 197 TABLE 166 PRODUCT LAUNCHES, 2019–2023 197 10.10.2 DEALS 204 TABLE 167 DEALS, 2019–2023 204
SummaryMarketsandMarkets forecasts that the Management Decision market size is projected to grow from USD 6.2 billion in 2023 to USD 11.4 billion by 2028, at a CAGR of 13.0% during the forecast period. Rising need to improve the quality of decisions and achieve business agility with enhanced effectiveness. In every organization, decision-making has become increasingly intricate and multifaceted. It now encompasses broader considerations with far-reaching impacts across the entire enterprise. Using legacy systems hinders this development and thus requires transformations at the application, platform, and technology levels. Business decision management software assists enterprises in making important strategic, tactical, and operational decisions. This would provide organizations with a competitive market advantage, increase efficiency, and better Return on Investment (RoI) in the coming years. Table of Contents1 INTRODUCTION 361.1 STUDY OBJECTIVES 36 1.2 MARKET DEFINITION 36 1.2.1 INCLUSIONS AND EXCLUSIONS 36 1.3 STUDY SCOPE 37 1.3.1 MARKET SEGMENTATION 37 1.3.2 REGIONS COVERED 38 1.4 YEARS CONSIDERED 38 1.5 CURRENCY CONSIDERED 39 TABLE 1 USD EXCHANGE RATES, 2020–2022 39 1.6 STAKEHOLDERS 39 1.7 RECESSION IMPACT 39 1.8 SUMMARY OF CHANGES 40 2 RESEARCH METHODOLOGY 41 2.1 RESEARCH DATA 41 FIGURE 1 RESEARCH DESIGN 41 2.1.1 SECONDARY DATA 42 2.1.1.1 Key data from secondary sources 42 2.1.2 PRIMARY DATA 43 2.1.2.1 List of key primary interview participants 43 2.1.2.2 Breakup of primary profiles 43 FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION 43 2.1.2.3 Key data from primary sources 44 2.1.2.4 Key industry insights 44 2.2 DATA TRIANGULATION 45 FIGURE 3 DATA TRIANGULATION 45 2.3 MARKET SIZE ESTIMATION 46 FIGURE 4 MANAGEMENT DECISION MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 46 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 1 (SUPPLY SIDE): REVENUE OF SERVICES OFFERED BY VENDORS 47 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY – BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE OF VENDORS 48 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 49 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (BOTTOM-UP): REVENUE GENERATED BY VENDORS FROM SOFTWARE AND SERVICES 50 FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY – APPROACH 2 (DEMAND SIDE): REVENUE GENERATED BY KEY VENDORS 50 2.4 RESEARCH ASSUMPTIONS 51 2.5 LIMITATIONS AND RISK ASSESSMENT 52 2.6 RECESSION IMPACT ANALYSIS 52 3 EXECUTIVE SUMMARY 53 FIGURE 10 MANAGEMENT DECISION MARKET, 2023–2028 (USD MILLION) 53 FIGURE 11 MANAGEMENT DECISION MARKET, BY OFFERING, 2023 VS. 2028 (USD MILLION) 54 FIGURE 12 MANAGEMENT DECISION MARKET, BY VERTICAL, 2023 VS. 2028 (USD MILLION) 55 FIGURE 13 MANAGEMENT DECISION MARKET: REGIONAL SHARE 56 4 PREMIUM INSIGHTS 57 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN MANAGEMENT DECISION MARKET 57 FIGURE 14 RISING GLOBAL TREND OF AUTOMATION AND INTELLIGENT DECISIONING ACROSS GLOBE TO DRIVE MARKET 57 4.2 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 58 FIGURE 15 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 58 4.3 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 58 FIGURE 16 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 58 4.4 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING AND KEY VERTICAL 59 FIGURE 17 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 59 4.5 MANAGEMENT DECISION MARKET: GEOGRAPHICAL SNAPSHOT 59 FIGURE 18 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 59 5 MARKET OVERVIEW AND INDUSTRY TRENDS 60 5.1 INTRODUCTION 60 5.2 MARKET DYNAMICS 60 FIGURE 19 MANAGEMENT DECISION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 60 5.2.1 DRIVERS 61 5.2.1.1 Increasing integration of AI to automate decision-making process 61 5.2.1.2 Rising need to improve quality of decisions and achieve business agility 61 FIGURE 20 MAJOR BENEFITS DRIVING MANAGEMENT DECISION MARKET 62 5.2.1.3 Growing focus on nurturing faster operational decision-making and improved process efficiency 62 5.2.1.4 Demand for reduced dependency on IT teams 63 5.2.1.5 Rising need for companies to manage regulatory and compliance standards 63 5.2.2 RESTRAINTS 64 5.2.2.1 Resistance of middle management 64 5.2.2.2 Rising mistrust of companies regarding adoption of new technologies 64 5.2.3 OPPORTUNITIES 64 5.2.3.1 Growing trend of automation and intelligent decision-making 64 FIGURE 21 CHALLENGES IN ADOPTING AI AND ML TECHNOLOGIES INTO EXISTING BANKING OPERATIONS 65 FIGURE 22 BENEFITS ACHIEVED FROM ADOPTING AI AND ML TECHNOLOGIES 66 5.2.3.2 Focus of players on data-driven insights 66 5.2.3.3 Inclination of organizations toward decision-making with predictive analytics 66 5.2.4 CHALLENGES 67 5.2.4.1 Insufficient documentation 67 5.2.4.2 Lack of skilled workforce 67 5.3 HISTORY OF MANAGEMENT DECISION MARKET 67 5.3.1 EARLY APPROACH 67 5.3.2 SCIENTIFIC MANAGEMENT 68 5.3.3 ADMINISTRATIVE MANAGEMENT 68 5.3.4 DECISION SUPPORT SYSTEMS 68 5.3.5 MANAGEMENT INFORMATION SYSTEMS 68 5.3.6 ENTERPRISE RESOURCE PLANNING 68 5.3.7 INTEGRATED DECISION SUPPORT 68 5.4 ECOSYSTEM ANALYSIS 69 FIGURE 23 EVOLUTION OF MANAGEMENT DECISION MARKET 69 FIGURE 24 ECOSYSTEM MAP 70 5.4.1 SOLUTION PROVIDERS 70 5.4.2 SERVICE PROVIDERS 70 5.4.3 SYSTEM INTEGRATORS 70 5.4.4 DATA SOURCES AND PARTNERS 70 5.4.5 TECHNOLOGY & CLOUD INFRASTRUCTURE PROVIDERS 71 5.4.6 END USERS 71 TABLE 2 ROLE OF PLAYERS IN MARKET ECOSYSTEM 71 5.5 CASE STUDY ANALYSIS 72 5.5.1 MERCURY INSURANCE ADOPTED FICO’S MANAGEMENT DECISION SOLUTIONS TO ACCELERATE UNDERWRITING PROCESS 72 5.5.2 ABBVIE ADOPTED PEGASYSTEM’S MANAGEMENT DECISION SOLUTIONS TO ENHANCE CUSTOMER EXPERIENCE 73 5.5.3 SÜDLEASING USED ACTICO’S CREDIT RISK MANAGEMENT PLATFORM TO ACHIEVE EFFICIENT CREDIT DECISION 73 5.5.4 BAJAJ FINANCE EMPLOYED ACTICO’S RULES TO ACHIEVE SIGNIFICANT IMPROVEMENT IN BUSINESS PROCESSES 74 5.5.5 T-MOBILE ADOPTED PEGASYSTEM’S SOLUTIONS TO ESTABLISH TEAM OF EXPERTS TO HANDLE CUSTOMER ISSUES 75 5.6 VALUE CHAIN ANALYSIS 76 FIGURE 25 VALUE CHAIN ANALYSIS 76 5.7 PATENT ANALYSIS 76 TABLE 3 PATENTS FILED, 2018–2023 76 TABLE 4 TOP 10 PATENT OWNERS IN MANAGEMENT DECISION MARKET, 2018–2023 77 FIGURE 26 TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2018–2023 77 FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS 77 TABLE 5 LIST OF PATENTS GRANTED, 2018–2023 78 5.8 TRENDS AND DISRUPTIONS IMPACTING BUYERS 78 FIGURE 28 TRENDS AND DISRUPTIONS IMPACTING BUYERS 78 5.9 PORTER’S FIVE FORCES ANALYSIS 79 TABLE 6 PORTER’S FIVE FORCES ANALYSIS 79 FIGURE 29 PORTER’S FIVE FORCES ANALYSIS 80 5.9.1 THREAT OF NEW ENTRANTS 80 5.9.2 THREAT OF SUBSTITUTES 80 5.9.3 BARGAINING POWER OF SUPPLIERS 81 5.9.4 BARGAINING POWER OF BUYERS 81 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 81 5.10 REGULATORY LANDSCAPE 81 TABLE 7 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 8 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 TABLE 9 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 83 TABLE 10 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84 TABLE 11 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 85 5.10.1 GENERAL DATA PROTECTION REGULATION 85 5.10.2 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION (ISO)/INTERNATIONAL ELECTROTECHNICAL COMMISSION (IEC) 27000 STANDARDS 86 5.10.3 CLOUD SECURITY ALLIANCE (CSA) 86 5.10.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT, 1996 86 5.10.5 FEDERAL FINANCIAL INSTITUTIONS EXAMINATION COUNCIL (FFIEC) 87 5.11 KEY STAKEHOLDERS AND BUYING CRITERIA 87 5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS 87 FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS 87 TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS 88 5.11.2 BUYING CRITERIA 88 FIGURE 31 KEY BUYING CRITERIA 88 TABLE 13 BUYING CRITERIA, BY KEY VERTICAL 88 5.12 TECHNOLOGY ANALYSIS 89 5.12.1 CLOUD/SOFTWARE-AS-A-SERVICE 89 5.12.2 ARTIFICIAL INTELLIGENCE 89 5.12.3 MACHINE LEARNING 89 5.12.4 ROBOTIC PROCESS AUTOMATION 90 5.12.5 IOT 90 5.13 PRICING ANALYSIS 91 5.13.1 AVERAGE SELLING PRICE OF MAJOR OFFERINGS, BY KEY PLAYER 91 TABLE 14 PRICING MODELS AND INDICATIVE PRICE POINTS, 2022–2023 91 5.14 KEY CONFERENCES & EVENTS 92 TABLE 15 KEY CONFERENCES & EVENTS, 2023–2024 92 5.15 BEST PRACTICES IN MANAGEMENT DECISION MARKET 93 5.16 FUTURE DIRECTION OF MANAGEMENT DECISION MARKET 94 5.16.1 MANAGEMENT DECISION MARKET ROADMAP 94 5.16.1.1 Short-term (2023–2025) 94 5.16.1.2 Mid-term (2026–2028) 94 5.16.1.3 Long-term (2029–2030) 94 6 MANAGEMENT DECISION MARKET, BY OFFERING 95 6.1 INTRODUCTION 96 6.1.1 OFFERINGS: MANAGEMENT DECISION MARKET DRIVERS 96 FIGURE 32 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 96 TABLE 16 MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 96 TABLE 17 MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 97 6.2 SOFTWARE 97 6.2.1 GROWING DEMAND FOR COST-EFFECTIVE MANAGEMENT DECISION SOLUTIONS TO DRIVE MARKET 97 TABLE 18 SOFTWARE: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 97 TABLE 19 SOFTWARE: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 98 6.2.2 STANDALONE 98 6.2.3 INTEGRATED 98 6.3 SERVICES 99 6.3.1 FOCUS ON DEPLOYING RIGHT SOLUTIONS TO IMPROVE OPERATIONAL EFFICIENCY TO BOOST GROWTH 99 FIGURE 33 CONSULTING SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 99 TABLE 20 SERVICES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 100 TABLE 21 SERVICES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 100 TABLE 22 MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 100 TABLE 23 MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 100 6.3.2 DEPLOYMENT & INTEGRATION 101 6.3.3 SUPPORT & MAINTENANCE 101 6.3.4 CONSULTING 101 7 MANAGEMENT DECISION MARKET, BY APPLICATION 102 7.1 INTRODUCTION 103 7.1.1 APPLICATIONS: MANAGEMENT DECISION MARKET DRIVERS 103 FIGURE 34 FRAUD DETECTION MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 103 TABLE 24 MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 104 TABLE 25 MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 104 7.2 COLLECTION MANAGEMENT 104 7.2.1 NEED FOR COMPANIES TO MANAGE AND TRACK CUSTOMER DEBT TO PROPEL GROWTH 104 TABLE 26 COLLECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 105 TABLE 27 COLLECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 105 7.3 CUSTOMER EXPERIENCE MANAGEMENT 105 7.3.1 GROWING EMPHASIS ON UNDERSTANDING CUSTOMER EXPECTATIONS AND IMPROVING SERVICES TO PROPEL MARKET 105 TABLE 28 CUSTOMER EXPERIENCE MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 106 TABLE 29 CUSTOMER EXPERIENCE MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 106 7.4 FRAUD DETECTION MANAGEMENT 106 7.4.1 GLOBAL RISE IN INCIDENTS OF FRAUD TO DRIVE USE OF FRAUD DETECTION MANAGEMENT SOLUTIONS 106 TABLE 30 FRAUD DETECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 107 TABLE 31 FRAUD DETECTION MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 107 7.5 PRICING OPTIMIZATION 107 7.5.1 RISING FOCUS ON ENHANCING CROSS-BORDER SALES ACROSS MULTIPLE GEOGRAPHIES TO ENCOURAGE MARKET EXPANSION 107 TABLE 32 PRICING OPTIMIZATION: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 108 TABLE 33 PRICING OPTIMIZATION: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 108 7.6 CREDIT RISK MANAGEMENT 108 7.6.1 RISING DEMAND FOR ROBUST CREDIT RISK MANAGEMENT STRATEGIES TO DRIVE MARKET 108 TABLE 34 CREDIT RISK MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 109 TABLE 35 CREDIT RISK MANAGEMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 109 7.7 OTHER APPLICATIONS 109 TABLE 36 OTHER APPLICATIONS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 110 TABLE 37 OTHER APPLICATIONS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 110 8 MANAGEMENT DECISION MARKET, BY VERTICAL 111 8.1 INTRODUCTION 112 8.1.1 VERTICALS: MANAGEMENT DECISION MARKET DRIVERS 112 FIGURE 35 ENERGY & UTILITIES SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 113 TABLE 38 MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 113 TABLE 39 MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 114 8.2 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 114 8.2.1 RAPID DIGITAL TRANSFORMATION AND CHANGING REGULATORY REQUIREMENTS TO DRIVE POPULARITY OF MANAGEMENT DECISION SOLUTIONS IN BFSI SECTOR 114 TABLE 40 BFSI: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 41 BFSI: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 115 8.2.2 BFSI: MANAGEMENT DECISION MARKET USE CASES 115 8.2.2.1 Banco de Crédito del Perú adopted FICO’s management decision solutions to achieve performance goals 115 8.2.2.2 BanReservas utilized FICO’s automation solutions to standardize credit evaluations, lower expenses, and enhance customer satisfaction 115 8.3 RETAIL & CONSUMER GOODS 116 8.3.1 GROWING NEED TO MANAGE ENORMOUS VOLUME OF CUSTOMER DATA AND INVENTORY TO BOOST MARKET 116 TABLE 42 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 43 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 116 8.3.2 RETAIL & CONSUMER GOODS: MANAGEMENT DECISION MARKET USE CASES 117 8.3.2.1 Apero Solutions integrated its latest OpenEdge features into Latitude EFR to improve user interface 117 8.4 TELECOM 117 8.4.1 INCREASING FOCUS ON ANALYZING CUSTOMER INTERACTIONS TO DRIVE MARKET 117 TABLE 44 TELECOM: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 117 TABLE 45 TELECOM: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 118 8.4.2 TELECOM: MANAGEMENT DECISION MARKET USE CASES 118 8.4.2.1 Power & Telephone Supply Company adopted Telerik Platform to integrate mobile app development into its strategy 118 8.4.2.2 TELUS adopted FICO’s solutions to facilitate customer onboarding procedures 118 8.5 IT & ITES 118 8.5.1 RAPID AUTOMATION AND RISING NEED TO ESTABLISH EFFECTIVE RISK MANAGEMENT SYSTEMS TO BOOST DEMAND FOR MANAGEMENT DECISION SOLUTIONS 118 TABLE 46 IT & ITES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 119 TABLE 47 IT & ITES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 119 8.5.2 IT & ITES: MANAGEMENT DECISION MARKET USE CASES 119 8.5.2.1 Build.One adopted Progress’s OpenEdge to efficiently develop contemporary web applications 119 8.6 HEALTHCARE & LIFE SCIENCES 120 8.6.1 GROWING EMPHASIS ON ENHANCING PATIENT EXPERIENCE TO DRIVE ADOPTION OF MANAGEMENT DECISION SOFTWARE AND SERVICES 120 TABLE 48 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 120 TABLE 49 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 120 8.6.2 HEALTHCARE & LIFE SCIENCES: MANAGEMENT DECISION MARKET USE CASES 121 8.6.2.1 Bradesco Saúde partnered with Pega and Ernst & Young to digitally transform processes 121 8.6.2.2 Sked24 employed cutting-edge technology to transform patient-provider interactions into enduring relationships 121 8.7 MANUFACTURING 121 8.7.1 DEMAND TO IMPROVE OPERATIONAL EFFICIENCY AND MANAGE SUPPLY CHAIN TO PROPEL GROWTH 121 TABLE 50 MANUFACTURING: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 122 TABLE 51 MANUFACTURING: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 122 8.7.2 MANUFACTURING: MANAGEMENT DECISION MARKET USE CASES 122 8.7.2.1 Kubota Tractor Corporation partnered with Team SI to establish consistent brand experience and streamline infrastructure management 122 8.8 GOVERNMENT 123 8.8.1 INCREASING ADOPTION OF TECHNOLOGY IN GOVERNMENT ORGANIZATIONS TO DRIVE MARKET 123 TABLE 52 GOVERNMENT: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 123 TABLE 53 GOVERNMENT: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 123 8.8.2 GOVERNMENT: MANAGEMENT DECISION MARKET USE CASES 124 8.8.2.1 California Department of Public Health adopted Pega’s licensing programs to enhance customer experience 124 8.8.2.2 Jungle Lasers adopted Progress Rollbase Development Platform to achieve expedited time-to-market and business growth 124 8.8.2.3 National Physiatry Academy adopted Sitefinity’s content organization solutions to enhance customer experience and workflow efficiency 124 8.9 TRANSPORTATION & LOGISTICS 125 8.9.1 RISING DEMAND FOR MANAGEMENT DECISION SOLUTIONS TO OPTIMIZE OPERATIONS TO PROPEL MARKET 125 TABLE 54 TRANSPORTATION & LOGISTICS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 55 TRANSPORTATION & LOGISTICS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 125 8.9.2 TRANSFORMATION & LOGISTICS: MANAGEMENT DECISION MARKET USE CASES 126 8.9.2.1 SA Taxi adopted FICO’s Decision Modeler to incorporate automated decision-making into its loan origination processes 126 8.10 ENERGY & UTILITIES 126 8.10.1 RISING NEED TO LEVERAGE ADVANCED DECISIONING CAPABILITIES TO DRIVE MARKET 126 TABLE 56 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 57 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 127 8.10.2 ENERGY & UTILITIES: MANAGEMENT DECISION MARKET USE CASES 127 8.10.2.1 Cleco utilized Progress Sitefinity’s solutions to enhance its performance in various categories essential for measuring overall customer satisfaction 127 8.11 OTHER VERTICALS 127 TABLE 58 OTHER VERTICALS: MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 128 TABLE 59 OTHER VERTICALS: MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 128 9 MANAGEMENT DECISION MARKET, BY REGION 129 9.1 INTRODUCTION 130 FIGURE 36 MANAGEMENT DECISION MARKET: REGIONAL SNAPSHOT 130 FIGURE 37 ASIA PACIFIC TO ACHIEVE HIGHEST CAGR DURING FORECAST PERIOD 131 TABLE 60 MANAGEMENT DECISION MARKET, BY REGION, 2018–2022 (USD MILLION) 131 TABLE 61 MANAGEMENT DECISION MARKET, BY REGION, 2023–2028 (USD MILLION) 131 9.2 NORTH AMERICA 132 9.2.1 NORTH AMERICA: MANAGEMENT DECISION MARKET DRIVERS 132 9.2.2 NORTH AMERICA: RECESSION IMPACT 133 FIGURE 38 NORTH AMERICA: MANAGEMENT DECISION MARKET SNAPSHOT 133 TABLE 62 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 134 TABLE 63 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 134 TABLE 64 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 134 TABLE 65 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 135 TABLE 66 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 135 TABLE 67 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 136 TABLE 68 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 136 TABLE 69 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 136 TABLE 70 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 137 TABLE 71 NORTH AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 137 FIGURE 39 NORTH AMERICA: COUNTRY-WISE ANALYSIS 137 9.2.3 US 138 9.2.3.1 Rising adoption of cloud-based services to boost demand for management decision solutions 138 TABLE 72 US: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 138 TABLE 73 US: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 139 TABLE 74 US: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 139 TABLE 75 US: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 139 TABLE 76 US: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 140 TABLE 77 US: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 140 9.2.4 CANADA 141 9.2.4.1 Rapid cloud adoption and digital transformation to propel market 141 TABLE 78 CANADA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 141 TABLE 79 CANADA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 141 TABLE 80 CANADA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 142 TABLE 81 CANADA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 142 TABLE 82 CANADA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 143 TABLE 83 CANADA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 143 9.3 EUROPE 144 9.3.1 EUROPE: MANAGEMENT DECISION MARKET DRIVERS 144 9.3.2 EUROPE: RECESSION IMPACT 144 TABLE 84 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 145 TABLE 85 EUROPE: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 145 TABLE 86 EUROPE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 145 TABLE 87 EUROPE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146 TABLE 88 EUROPE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 146 TABLE 89 EUROPE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 147 TABLE 90 EUROPE: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 147 TABLE 91 EUROPE: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 147 FIGURE 40 EUROPE: COUNTRY-WISE ANALYSIS 148 TABLE 92 EUROPE: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 148 TABLE 93 EUROPE: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 148 9.3.3 UK 149 9.3.3.1 Adoption of advanced IT infrastructure and continued transition toward online services to drive market 149 TABLE 94 UK: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 149 TABLE 95 UK: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 149 TABLE 96 UK: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 150 TABLE 97 UK: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150 TABLE 98 UK: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 150 TABLE 99 UK: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 151 9.3.4 GERMANY 151 9.3.4.1 Government initiatives for technological developments in manufacturing sector to drive growth 151 TABLE 100 GERMANY: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 151 TABLE 101 GERMANY: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 152 TABLE 102 GERMANY: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 152 TABLE 103 GERMANY: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152 TABLE 104 GERMANY: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 153 TABLE 105 GERMANY: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 153 9.3.5 FRANCE 154 9.3.5.1 Stringent regulations to detect and prevent financial crimes to boost market expansion 154 9.3.6 ITALY 154 9.3.6.1 Increasing recognition of value of technology to boost adoption of management decision solutions 154 9.3.7 SPAIN 155 9.3.7.1 Growing demand for data-driven insights to drive growth 155 9.3.8 REST OF EUROPE 155 9.4 ASIA PACIFIC 155 9.4.1 ASIA PACIFIC: MANAGEMENT DECISION MARKET DRIVERS 156 9.4.2 ASIA PACIFIC: RECESSION IMPACT 156 FIGURE 41 ASIA PACIFIC: MANAGEMENT DECISION MARKET SNAPSHOT 157 TABLE 106 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 157 TABLE 107 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 158 TABLE 108 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 158 TABLE 109 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 158 TABLE 110 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 159 TABLE 111 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 159 TABLE 112 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 160 TABLE 113 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 160 FIGURE 42 ASIA PACIFIC: COUNTRY-WISE ANALYSIS 160 TABLE 114 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 161 TABLE 115 ASIA PACIFIC: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 161 9.4.3 CHINA 161 9.4.3.1 Use of decision intelligence services for driving policy support and technological investments to fuel growth 161 TABLE 116 CHINA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 162 TABLE 117 CHINA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 162 TABLE 118 CHINA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 162 TABLE 119 CHINA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 162 TABLE 120 CHINA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 163 TABLE 121 CHINA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 163 9.4.4 JAPAN 164 9.4.4.1 Need to facilitate growth of digital economy and cloud computing to drive market 164 9.4.5 INDIA 164 9.4.5.1 Focus on enhancing customer experience and driving profitability to boost market 164 TABLE 122 INDIA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 165 TABLE 123 INDIA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 165 TABLE 124 INDIA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 165 TABLE 125 INDIA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 166 TABLE 126 INDIA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 166 TABLE 127 INDIA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 167 9.4.6 AUSTRALIA & NEW ZEALAND 167 9.4.6.1 Surge in fraud-related attacks to fuel adoption of management decision solutions 167 9.4.7 REST OF ASIA PACIFIC 167 9.5 MIDDLE EAST & AFRICA 168 9.5.1 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET DRIVERS 168 9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 169 TABLE 128 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 169 TABLE 129 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 169 TABLE 130 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 169 TABLE 131 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 170 TABLE 132 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 170 TABLE 133 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 171 TABLE 134 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 171 TABLE 135 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 171 TABLE 136 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 172 TABLE 137 MIDDLE EAST & AFRICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 172 9.5.3 KSA 172 9.5.3.1 Rapidly changing business environment to drive need for management decision solutions 172 9.5.4 UAE 173 9.5.4.1 Growing inclination of people toward advanced technologies to propel market 173 TABLE 138 UAE: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 173 TABLE 139 UAE: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 140 UAE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 174 TABLE 141 UAE: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 174 TABLE 142 UAE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 174 TABLE 143 UAE: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 175 9.5.5 SOUTH AFRICA 175 9.5.5.1 Rapid digitalization and adoption of cloud applications to propel market 175 9.5.6 REST OF MIDDLE EAST & AFRICA 175 9.6 LATIN AMERICA 176 9.6.1 LATIN AMERICA: MANAGEMENT DECISION MARKET DRIVERS 176 9.6.2 LATIN AMERICA: RECESSION IMPACT 176 TABLE 144 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 177 TABLE 145 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 177 TABLE 146 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 177 TABLE 147 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 178 TABLE 148 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 178 TABLE 149 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 179 TABLE 150 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 179 TABLE 151 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY SERVICE, 2023–2028 (USD MILLION) 179 TABLE 152 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 180 TABLE 153 LATIN AMERICA: MANAGEMENT DECISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 180 9.6.3 BRAZIL 180 9.6.3.1 Increasing investments by government to boost mobile technologies to drive growth 180 TABLE 154 BRAZIL: MANAGEMENT DECISION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 180 TABLE 155 BRAZIL: MANAGEMENT DECISION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 181 TABLE 156 BRAZIL: MANAGEMENT DECISION MARKET, BY APPLICATION, 2018–2022 (USD MILLION) 181 TABLE 157 BRAZIL: MANAGEMENT DECISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 181 TABLE 158 BRAZIL: MANAGEMENT DECISION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 182 TABLE 159 BRAZIL: MANAGEMENT DECISION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 182 9.6.4 MEXICO 183 9.6.4.1 Availability of technical expertise and high adoption rate of IoT to encourage market expansion 183 9.6.5 REST OF LATIN AMERICA 183 10 COMPETITIVE LANDSCAPE 184 10.1 OVERVIEW 184 10.2 STRATEGIES ADOPTED BY KEY PLAYERS 184 TABLE 160 STRATEGIES ADOPTED BY KEY PLAYERS 184 10.3 MARKET SHARE ANALYSIS FOR KEY PLAYERS 185 TABLE 161 MANAGEMENT DECISION MARKET: INTENSITY OF COMPETITIVE RIVALRY 186 10.4 RANKING OF KEY PLAYERS 186 FIGURE 43 RANKING OF KEY PLAYERS, 2023 186 10.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 187 FIGURE 44 COMPANY EVALUATION MATRIX FOR KEY PLAYERS: CRITERIA WEIGHTAGE 187 10.5.1 STARS 188 10.5.2 EMERGING LEADERS 188 10.5.3 PERVASIVE PLAYERS 188 10.5.4 PARTICIPANTS 188 FIGURE 45 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2023 189 10.6 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES 190 FIGURE 46 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES: CRITERIA WEIGHTAGE 190 10.6.1 PROGRESSIVE COMPANIES 190 10.6.2 RESPONSIVE COMPANIES 190 10.6.3 DYNAMIC COMPANIES 191 10.6.4 STARTING BLOCKS 191 FIGURE 47 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES, 2023 191 10.7 COMPETITIVE BENCHMARKING 192 TABLE 162 PRODUCT FOOTPRINT WEIGHTAGE 192 TABLE 163 COMPETITIVE BENCHMARKING, BY OFFERING, APPLICATION, AND REGION 192 TABLE 164 LIST OF STARTUPS/SMES 194 10.8 MANAGEMENT DECISION MARKET: PRODUCT BENCHMARKING 195 10.8.1 PROMINENT MANAGEMENT DECISION SOLUTION PROVIDERS 195 10.8.1.1 Parmenides 195 10.8.1.2 TIBCO 195 10.8.1.3 SEON 195 TABLE 165 COMPARATIVE ANALYSIS OF MANAGEMENT DECISION SOLUTION PROVIDERS 195 10.9 VALUATION AND FINANCIAL METRICS OF KEY MANAGEMENT DECISION SOLUTION VENDORS 196 FIGURE 48 VALUATION AND FINANCIAL METRICS OF KEY MANAGEMENT DECISION SOLUTION VENDORS 196 10.10 COMPETITIVE SCENARIO 197 10.10.1 PRODUCT LAUNCHES 197 TABLE 166 PRODUCT LAUNCHES, 2019–2023 197 10.10.2 DEALS 204 TABLE 167 DEALS, 2019–2023 204
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