サプライチェーン分析市場のコンポーネント、ソフトウェア(サプライヤーパフォーマンス分析、需要分析・予測、支出・調達分析)、サービス、展開形態、組織規模、業種、地域 - 2027年までの世界予測Supply Chain Analytics Market Component, Software (Supplier Performance Analytics, Demand Analysis & Forecasting, and Spend & Procurement Analytics), Service, Deployment Mode, Organization Size, Vertical and Region - Global Forecast to 2027 サプライチェーンアナリティクス市場は、2022年の52億米ドルから2027年には135億米ドルへと、予測期間中に21.0%のCAGRで成長すると予想されています。ビッグデータ解析は、戦術的な意思決定やリアルタイムの意思... もっと見る
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サマリーサプライチェーンアナリティクス市場は、2022年の52億米ドルから2027年には135億米ドルへと、予測期間中に21.0%のCAGRで成長すると予想されています。ビッグデータ解析は、戦術的な意思決定やリアルタイムの意思決定を改善するために、さまざまな業界の多くの企業で利用されています。企業がアナリティクスを利用してライバルに対する競争優位を得たいと考える中、サプライチェーン管理部門はアナリティクスソリューションの利用が最も多い場所の1つとなっています。これらの活動から得られる知識は、コスト削減やサプライチェーンの改善に役立つ可能性があるため、企業は重要な戦術的・戦略的サプライチェーン業務に関する意思決定を支援する必要があります。予測期間中に最も市場規模が大きくなるのは自動車分野 業種別では、自動車、小売・消費財、F&B製造、機械・産業機器製造、製薬、政府、エネルギー・公益事業が含まれます。自動車メーカーは、これまで以上に膨大なデータセットを分析するために、サプライチェーンアナリティクスを利用する可能性があります。つまり、さまざまなデータソースを組み合わせ、効果的なビッグデータアプローチを使用して、関連する洞察を提供する能力は、近年大幅に向上しています。自動車メーカーは、サプライチェーン・アナリティクスを利用して、自動変速機のような特定のオプションや特定の色へのシフトなど、新しい開発トレンドを早期に発見することで、需要をより正確に予測することができます。自動車メーカーとそのサプライヤーは、こうした手法やツールを使って、これまで気づかなかったり発見できなかったりしたパターンや関係を特定することで、自社の業務やより大規模なサプライチェーンをさらに深く理解することができます。 予測期間中、サービス分野が最も高いCAGRで成長すると予想される。 主要な産業分野でサプライチェーン分析ソリューションが受け入れられるようになるにつれ、サポートサービスのニーズも企業の間で高まっています。サプライチェーン分析市場では、マネージドサービスとプロフェッショナルサービスが提供されています。ソリューションの展開後、これらのサービスは非常に重要です。企業は変化しており、デジタル経済の時代に投資収益率(RoI)を高め、企業の最適化を強化するための新しい方法を探しています。企業は、企業のプロセスを簡素化し、ビジネスリソースを最大限に活用することで、発展を促し、より多くの収入を得るために不可欠なサービスに目を向けています。 バーティカルの中では、製薬会社が予測期間中に最も高いCAGRを記録すると予想されています。 国内外のライバル企業との激しい競争により、製薬会社はサプライチェーンとオペレーションの効率性を高めるという大きなプレッシャーにさらされています。ITシステムやインフラが不十分なため、在庫や流通業務の状況を確認することは困難です。サプライチェーン分析ソリューションを利用して、増大する需要を予測し、適切な在庫レベルを維持するために、医療機器のトップ企業は、尊敬するソリューションプロバイダーと連絡を取り合っています。製薬会社が自社の治療薬や医薬品がどのくらい早く必要になるかを正確に予測できれば、サプライチェーン分析によって、生産と需要の整合性を高めることができます。このデータは、意思決定者がサプライチェーンの中断がいつまで続くか、医薬品が大幅に不足する前に解決策を見つけるにはどれくらいの時間がかかるかを予測するために使用することができます。 予測期間中、北米が最大の市場規模を占める サプライチェーンアナリティクス市場では、北米が最大の市場シェアを占めると予想されています。北米は、サプライチェーンアナリティクスの市場シェアにおいて、主要なマーカーの一つです。この地域のサプライチェーンアナリティクス市場は、速いペースで進むインフラ整備、デジタル技術の普及、サプライチェーン組織におけるリアルタイムデータの増加の結果、拡大しつつあります。この地域におけるサプライチェーンアナリティクス市場の拡大は、戦略的なビジネス選択を行うための分析用ダッシュボードの提供に注力するさまざまなベンダーが提供する最先端製品に起因しています。 予備選の内訳 サプライチェーンアナリティクス市場で事業を展開する様々な主要組織の最高経営責任者(CEO)、イノベーション・技術責任者、システムインテグレーター、経営幹部に対して詳細なインタビューを実施したものである。 企業別:ティアI:34%、ティアII:43%、ティアIII:23 By Designation:Cレベルエグゼクティブ50%、取締役30%、その他:20 地域別:APAC30%、ヨーロッパ:30%、北米:25%、MEA:10%、中南米:5 サプライチェーンアナリティクスやサービスを提供する主要プレイヤーの調査も含まれています。世界のサプライチェーンアナリティクス市場における主要ベンダーのプロフィールを掲載しています。サプライチェーン分析の世界市場の主要ベンダーには、SAP(ドイツ)、Oracle(米国)、IBM(米国)、SAS Institute(米国)、Software AG(ドイツ)、MicroStrategy(米国)、Tableau(米国)、Qlik(米国)、TIBCO(米国)、Cloudera(米国)、Logility(米国)、Savi Technology(米国)、Infor(米国)、RELEX Solutions (フィンランド)、TARGIT(デンマーク)、Voxware (米国)、The AnyLogic Company(US) があります、Antuit(米国)、Axway(米国)、AIMMS(オランダ)、BRIDGEi2i(インド)、Domo(米国)、Datameer(米国)、1010data(米国)、Rosslyn Analytics(英国)、Manhattan Associates(米国)、Salesforce(米国)、Zebra Technologies(米国)、Dataiku(米国)、 Intugine Technologies(インド)、 Lumachain(オーストラリア)、 Hum Industrial Technology(米国)、Pafaxe、SS supply Chain Solutions(米国)、 DataFactZ(US) 調査対象 この調査レポートは、セグメントにわたるサプライチェーン分析市場を対象としています。コンポーネント、サービス、展開モード、組織規模、垂直方向、地域などの異なるセグメントにおける市場規模およびこの市場の成長可能性を推定することを目的としています。また、市場の主要企業の詳細な競合分析、会社概要、製品および事業の提供に関する主な見解、最近の開発、主要な市場戦略も掲載しています。 本レポートを購入する主なメリット このレポートは、この市場のマーケットリーダー/新規参入者に、サプライチェーンアナリティクス市場全体とそのサブセグメントの収益数の最も近い近似値に関する情報を提供するでしょう。本レポートは、関係者が競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するために、より良い洞察を得るのに役立つでしょう。また、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 361.1 STUDY OBJECTIVES 36 1.2 MARKET DEFINITION 36 1.2.1 INDUSTRY DEFINITION 36 1.2.2 INCLUSIONS AND EXCLUSIONS 37 1.3 MARKET SCOPE 38 1.3.1 MARKET SEGMENTATION 38 1.3.2 REGIONS COVERED 38 1.4 YEARS CONSIDERED 39 1.5 CURRENCY CONSIDERED 39 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022 39 1.6 STAKEHOLDERS 40 1.7 SUMMARY OF CHANGES 40 2 RESEARCH METHODOLOGY 41 2.1 RESEARCH DATA 41 FIGURE 1 SUPPLY CHAIN ANALYTICS MARKET: RESEARCH DESIGN 41 2.1.1 SECONDARY DATA 42 2.1.2 PRIMARY DATA 42 2.1.2.1 Primary interviews 43 2.1.2.2 Breakup of primary profiles 43 2.1.2.3 Key industry insights 44 2.2 DATA TRIANGULATION 44 2.3 MARKET SIZE ESTIMATION 45 FIGURE 2 SUPPLY CHAIN ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 45 2.3.1 TOP-DOWN APPROACH 45 2.3.2 BOTTOM-UP APPROACH 46 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 46 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOFTWARE/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOFTWARE/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 48 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF SUPPLY CHAIN ANALYTICS THROUGH OVERALL SUPPLY CHAIN ANALYTICS SPENDING 49 2.4 MARKET FORECAST 50 FIGURE 7 FACTOR ANALYSIS 50 2.5 STUDY ASSUMPTIONS 51 2.6 STUDY LIMITATIONS 51 2.7 RECESSION IMPACT 52 3 EXECUTIVE SUMMARY 53 TABLE 2 GLOBAL SUPPLY CHAIN ANALYTICS MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y%) 54 TABLE 3 GLOBAL SUPPLY CHAIN ANALYTICS MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y%) 54 FIGURE 8 SOFTWARE HELD LARGER MARKET SIZE IN 2022 54 FIGURE 9 PROFESSIONAL SERVICES HELD LARGER MARKET SHARE IN 2022 55 FIGURE 10 CONSULTING SERVICES HELD LARGEST MARKET SIZE IN 2022 55 FIGURE 11 DEMAND ANALYSIS & FORECASTING HELD LARGEST MARKET SIZE IN 2022 55 FIGURE 12 CLOUD DEPLOYMENT MODE HELD LARGER MARKET SIZE IN 2022 56 FIGURE 13 LARGE ENTERPRISES HELD LARGER MARKET SHARE IN 2022 56 FIGURE 14 RETAIL AND CONSUMER GOODS VERTICAL HELD LARGEST MARKET SIZE IN 2022 57 FIGURE 15 NORTH AMERICA HELD LARGEST MARKET SHARE IN 2022 57 4 PREMIUM INSIGHTS 58 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN SUPPLY CHAIN ANALYTICS MARKET 58 FIGURE 16 RISING NEED FOR DATA-DRIVEN DECISION-MAKING ACROSS SUPPLY CHAIN OPERATIONS TO DRIVE MARKET 58 4.2 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL 58 FIGURE 17 RETAIL AND CONSUMER GOODS VERTICAL TO CONTINUE TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 58 4.3 SUPPLY CHAIN ANALYTICS MARKET, BY REGION 59 FIGURE 18 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2027 59 4.4 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE AND VERTICAL 59 FIGURE 19 DEMAND ANALYSIS & FORECASTING AND RETAIL AND CONSUMER GOODS TO BE LARGEST SHAREHOLDERS IN SUPPLY CHAIN ANALYTICS MARKET IN 2027 59 5 MARKET OVERVIEW AND INDUSTRY TRENDS 60 5.1 INTRODUCTION 60 5.2 MARKET DYNAMICS 60 FIGURE 20 SUPPLY CHAIN ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 60 5.2.1 DRIVERS 61 5.2.1.1 Increasing need for greater supply-chain and operational efficiency 61 5.2.1.2 Growing adoption of IoT in supply chains 61 5.2.1.3 Rising adoption of big data technologies 61 5.2.1.4 Growing use of analytics technologies 61 5.2.2 RESTRAINTS 62 5.2.2.1 Increasing concerns of businesses regarding data security 62 5.2.2.2 Rising cyber threats hindering adoption of SCA solutions 62 5.2.3 OPPORTUNITIES 62 5.2.3.1 Growing use of supply chain analytics on cloud 62 5.2.3.2 Rising awareness of benefits of supply chain management 63 5.2.3.3 Increasing benefits of using supply chain analytics software 63 5.2.4 CHALLENGES 63 5.2.4.1 Lack of qualified employees 63 5.2.4.2 Reluctance to switch from manual methods to advanced reporting processes 63 5.2.4.3 Integration and analysis of all data 64 5.3 SUPPLY CHAIN ANALYTICS MARKET: ECOSYSTEM 64 TABLE 4 SUPPLY CHAIN ANALYTICS MARKET: ECOSYSTEM 64 5.4 STUDY ANALYSIS 66 5.4.1 AUTOMOTIVE 66 5.4.1.1 Case study 1: Mazda Motor Logistics speeds visibility across supply chain 66 5.4.2 MANUFACTURING 67 5.4.2.1 Case study 1: Titan International’s Journey with Oracle Cloud and Internet of Things 67 5.4.2.2 Case study 2: Electrolux improved customer service and reduced inventory management cost by using Demand planning & Optimization solution of SAS with Oracle Cloud and Internet of Things 67 5.4.3 BFSI 68 5.4.3.1 Case study 1: Improved distribution of products to target audiences 68 5.4.4 HEALTHCARE AND LIFE SCIENCES 69 5.4.4.1 Case study 1: EmblemHealth modernizes operations in Oracle Cloud 69 5.4.5 DISTRIBUTION ANALYTICS 69 5.4.5.1 Case study 1: Cloud automation helps FedEx respond to changes 2X faster 69 5.5 TECHNOLOGY ANALYSIS 70 5.5.1 ARTIFICIAL INTELLIGENCE 70 5.5.2 BIG DATA 70 5.5.3 IOT 70 5.5.4 BLOCKCHAIN 71 5.6 SUPPLY/VALUE CHAIN ANALYSIS 71 FIGURE 21 SUPPLY/VALUE CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES ANALYSIS 72 FIGURE 22 PORTER’S FIVE FORCES ANALYSIS 72 TABLE 5 PORTER’S FIVE FORCES ANALYSIS 73 5.7.1 THREAT FROM NEW ENTRANTS 73 5.7.2 THREAT FROM SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 74 5.8 PRICING MODEL ANALYSIS 74 TABLE 6 SUPPLY CHAIN ANALYTICS MARKET: PRICING LEVELS 74 5.9 PATENT ANALYSIS 75 5.9.1 METHODOLOGY 75 5.9.2 DOCUMENT TYPE 75 TABLE 7 PATENTS FILED, 2019–2022 75 5.9.3 INNOVATION AND PATENT APPLICATIONS 75 FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2019–2022 76 5.9.3.1 Top applicants 76 FIGURE 24 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 76 TABLE 8 TOP TEN PATENT OWNERS, 2019–2022 77 5.10 KEY CONFERENCES AND EVENTS, 2023–2024 77 TABLE 9 DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 77 5.11 TARIFF AND REGULATORY LANDSCAPE 79 5.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 10 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 11 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 MIDDLE EAST AND AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 5.11.2 NORTH AMERICA: REGULATIONS 82 5.11.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 82 5.11.2.2 Gramm-Leach-Bliley (GLB) Act 82 5.11.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 82 5.11.2.4 Federal Information Security Management Act (FISMA) 82 5.11.2.5 Federal Information Processing Standards (FIPS) 83 5.11.2.6 California Consumer Privacy Act (CSPA) 83 5.11.3 EUROPE: TARIFFS AND REGULATIONS 84 5.11.3.1 GDPR 2016/679 84 5.11.3.2 General Data Protection Regulation 84 5.11.3.3 European Committee for Standardization (CEN) 84 5.11.3.4 European Technical Standards Institute (ETSI) 84 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 85 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 85 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 85 5.12.2 BUYING CRITERIA 85 TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 85 5.13 KEY STAGES IN SUPPLY CHAIN 86 5.13.1 PLANNING 86 5.13.2 MANAGEMENT AND CONTROL 86 5.13.3 EXECUTION 86 6 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT 87 6.1 INTRODUCTION 88 6.1.1 COMPONENT: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 88 FIGURE 25 SERVICES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 89 TABLE 17 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 89 TABLE 18 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89 6.2 SOFTWARE 89 FIGURE 26 INVENTORY ANALYTICS SOFTWARE TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 90 TABLE 19 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 90 TABLE 20 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 90 TABLE 21 SOFTWARE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 91 TABLE 22 SOFTWARE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.3 DEMAND ANALYSIS AND FORECASTING 91 6.3.1 GROWING NEED FOR FORECASTING CUSTOMER DEMAND TO PROPEL MARKET 91 6.4 DEMAND AND SUPPLY PLANNING 92 6.4.1 S&OP PROCESS MANAGEMENT 92 6.4.2 SUPPLY CHAIN RISK MANAGEMENT 92 6.4.3 SUPPLY CHAIN EVENT MANAGEMENT 92 TABLE 23 DEMAND ANALYSIS AND FORECASTING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 92 TABLE 24 DEMAND ANALYSIS AND FORECASTING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 93 6.5 SUPPLIER PERFORMANCE ANALYTICS 93 6.5.1 RISING DEMAND FOR SUPPLIER PERFORMANCE ANALYTICS PLATFORMS TO MANAGE DELIVERY CONCERNS AND QUALITY CONTROL TO FUEL MARKET 93 6.6 SUPPLIER PERFORMANCE METRICS ANALYSIS 94 6.6.1 DELIVERY PERFORMANCE ANALYSIS 94 6.6.2 PRICE AND PROFIT MARGIN ANALYSIS 94 TABLE 25 SUPPLIER PERFORMANCE ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 94 TABLE 26 SUPPLIER PERFORMANCE ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 95 6.7 SPEND AND PROCUREMENT ANALYTICS 95 6.7.1 ABILITY TO MAKE DATA-DRIVEN DECISIONS TO REDUCE RISK AND DISCOVER COST-SAVING OPPORTUNITIES TO DRIVE MARKET 95 6.8 TYPES OF SPEND AND PROCUREMENT ANALYSIS 96 6.8.1 TAIL SPEND ANALYSIS 96 6.8.2 SUPPLIER SPEND ANALYSIS 96 6.8.3 CATEGORY SPEND ANALYSIS 96 6.8.4 CONTRACT SPEND ANALYSIS 96 6.8.5 STRATEGIC SOURCING ANALYSIS 96 6.8.6 SOURCE-TO-PAY ANALYSIS 96 TABLE 27 SPEND AND PROCUREMENT ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 97 TABLE 28 SPEND AND PROCUREMENT ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 97 6.9 INVENTORY ANALYTICS 97 6.9.1 INCREASING NEED FOR INVENTORY ANALYTICS TO FUEL MARKET 97 6.9.2 ABC ANALYSIS 98 6.9.3 HML ANALYSIS 98 6.9.4 VED ANALYSIS 98 6.9.5 SDE ANALYSIS 98 6.9.6 SAFETY STOCK ANALYSIS 99 TABLE 29 INVENTORY ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 99 TABLE 30 INVENTORY ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 99 6.10 DISTRIBUTION ANALYTICS 100 6.10.1 GROWING USE OF ANALYTICS IN DISTRIBUTION MANAGEMENT TO ACCELERATE MARKET GROWTH 100 TABLE 31 DISTRIBUTION ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 100 TABLE 32 DISTRIBUTION AND LOGISTICS ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 101 6.10.2 PERFORMANCE MANAGEMENT 101 6.10.3 ROUTE OPTIMIZATION 101 6.10.4 OUTBOUND LOGISTICS MANAGEMENT 101 7 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE 102 7.1 INTRODUCTION 103 7.1.1 SERVICES: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 103 FIGURE 27 MANAGED SERVICES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 33 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 104 TABLE 34 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 104 TABLE 35 SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 104 TABLE 36 SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 104 7.2 MANAGED SERVICES 105 7.2.1 GROWING DEMAND FOR ON-TIME DELIVERY BY CLIENTS TO PROPEL MARKET 105 TABLE 37 MANAGED SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 105 TABLE 38 MANAGED SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 105 7.3 PROFESSIONAL SERVICES 105 FIGURE 28 CONSULTING SERVICES TO HOLD LARGEST MARKET SIZE IN 2027 106 TABLE 39 SUPPLY CHAIN ANALYTICS MARKET, BY PROFESSIONAL SERVICE TYPE, 2016–2021 (USD MILLION) 106 TABLE 40 SUPPLY CHAIN ANALYTICS MARKET, BY PROFESSIONAL SERVICE TYPE, 2022–2027 (USD MILLION) 106 TABLE 41 PROFESSIONAL SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 107 TABLE 42 PROFESSIONAL SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 107 7.3.1 CONSULTING SERVICES 107 7.3.1.1 Rising demand for lowering risks, reducing complexities, and increasing RoI to drive market 107 TABLE 43 CONSULTING SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 108 TABLE 44 CONSULTING SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 108 7.3.2 SUPPORT AND MAINTENANCE SERVICES 108 7.3.2.1 Increasing demand for data management to fuel market 108 TABLE 45 SUPPORT AND MAINTENANCE SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 109 TABLE 46 SUPPORT AND MAINTENANCE SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 109 7.3.3 DEPLOYMENT AND INTEGRATION SERVICES 109 7.3.3.1 Growing need for integrating IoT devices and solutions with existing IT infrastructure to boost 109 TABLE 47 DEPLOYMENT AND INTEGRATION SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 110 TABLE 48 DEPLOYMENT AND INTEGRATION SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 110 8 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE 111 8.1 INTRODUCTION 112 8.1.1 DEPLOYMENT MODE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 112 FIGURE 29 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 113 TABLE 49 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 113 TABLE 50 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 113 8.2 ON-PREMISES 114 8.2.1 REDUCED COMPLEXITIES OVER AI APPLICATIONS TO PROPEL MARKET 114 TABLE 51 ON-PREMISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 114 TABLE 52 ON-PREMISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 114 8.3 CLOUD 115 8.3.1 GROWING NEED FOR ADOPTION OF DIGITAL SOLUTIONS FOR FLEXIBLE AND SCALED PRODUCTIVITY TO FUEL MARKET 115 TABLE 53 CLOUD: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 115 TABLE 54 CLOUD: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 115 9 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE 116 9.1 INTRODUCTION 117 9.1.1 ORGANIZATION SIZE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 117 FIGURE 30 SMALL AND MEDIUM-SIZED ENTERPRISES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 117 TABLE 55 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 118 TABLE 56 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 118 9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 118 9.2.1 RISE IN INNOVATIVE BUSINESS APPROACH IN SUPPLY CHAIN MANAGEMENT TO DRIVE MARKET 118 TABLE 57 SMALL AND MEDIUM-SIZED ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 118 TABLE 58 SMALL AND MEDIUM-SIZED ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 119 9.3 LARGE ENTERPRISES 119 9.3.1 GROWING INVESTMENTS BY LARGE ENTERPRISES TO IMPLEMENT SUITABLE SUPPLY CHAIN ANALYTICS SOLUTIONS AND SERVICES TO FUEL MARKET 119 TABLE 59 LARGE ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 119 TABLE 60 LARGE ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 120 10 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL 121 10.1 INTRODUCTION 122 10.1.1 VERTICAL: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 122 FIGURE 31 RETAIL AND CONSUMER GOODS VERTICAL TO HOLD LARGEST MARKET SIZE IN 2027 122 TABLE 61 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 123 TABLE 62 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 123 10.2 RETAIL AND CONSUMER GOODS 123 10.2.1 RISING DEMAND FOR BETTER CUSTOMER EXPERIENCE TO PROPEL MARKET 123 TABLE 63 RETAIL AND CONSUMER GOODS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 124 TABLE 64 RETAIL AND CONSUMER GOODS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 124 10.3 AUTOMOTIVE 125 10.3.1 GROWING NEED TO IMPROVE BUSINESS PERFORMANCE, OPERATIONAL EFFICIENCY, AND BOOST VISIBILITY WITH SUPPLY CHAIN ANALYTICS SOLUTIONS TO DRIVE MARKET 125 TABLE 65 AUTOMOTIVE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 126 TABLE 66 AUTOMOTIVE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 126 10.4 PHARMACEUTICAL 126 10.4.1 INCREASING COMPETITION TO FORECAST LIFECYCLE OF SPECIFIC DRUGS TO FUEL MARKET 126 TABLE 67 PHARMACEUTICAL: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 127 TABLE 68 PHARMACEUTICAL: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 127 10.5 FOOD & BEVERAGE MANUFACTURING 128 10.5.1 INCREASING NEED TO MINIMIZE WASTE WITH BETTER UNDERSTANDING OF INVENTORY LEVELS TO BOOST MARKET 128 TABLE 69 F&B MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 128 TABLE 70 F&B MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 129 10.6 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING 129 10.6.1 RISING DEMAND FOR CAPACITY PLANNING TO HELP BUSINESSES ADOPT SUPPLY CHAIN ANALYTICS SOLUTIONS 129 TABLE 71 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 130 TABLE 72 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 130 10.7 ENERGY AND UTILITIES 130 10.7.1 GROWING NEED FOR OPERATIONAL EXPENSES AND PROJECT DELAYS TO GENERATE DEMAND FOR SUPPLY CHAIN ANALYTICS 130 TABLE 73 ENERGY AND UTILITIES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 131 TABLE 74 ENERGY AND UTILITIES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 131 10.8 GOVERNMENT 131 10.8.1 GROWING GOVERNMENT INITIATIVES TO DRIVE ADOPTION OF SUPPLY CHAIN ANALYTICS SOFTWARE 131 TABLE 75 GOVERNMENT: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 132 TABLE 76 GOVERNMENT: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 132 11 SUPPLY CHAIN ANALYTICS MARKET, BY REGION 133 11.1 INTRODUCTION 134 11.1.1 SUPPLY CHAIN ANALYTICS MARKET: IMPACT OF RECESSION 134 FIGURE 32 ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 135 FIGURE 33 UNITED ARAB EMIRATES TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 135 TABLE 77 SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 136 TABLE 78 SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 136 11.2 NORTH AMERICA 136 11.2.1 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 137 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 138 TABLE 79 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 138 TABLE 80 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 139 TABLE 81 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 139 TABLE 82 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 139 TABLE 83 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 140 TABLE 84 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 140 TABLE 85 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 140 TABLE 86 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 140 TABLE 87 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 141 TABLE 88 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 141 TABLE 89 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 141 TABLE 90 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 142 TABLE 91 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 142 TABLE 92 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 142 11.2.2 US 143 11.2.2.1 Advanced infrastructure, innovation, and initiatives to drive market 143 11.2.3 CANADA 143 11.2.3.1 Huge investment share of Canadian companies to strengthen supply chain operations 143 11.3 EUROPE 144 11.3.1 EUROPE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 144 TABLE 93 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 144 TABLE 94 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 145 TABLE 95 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 145 TABLE 96 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 145 TABLE 97 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 146 TABLE 98 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 146 TABLE 99 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 146 TABLE 100 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 146 TABLE 101 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 147 TABLE 102 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 147 TABLE 103 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 147 TABLE 104 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 148 TABLE 105 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 148 TABLE 106 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 148 11.3.2 UK 149 11.3.2.1 Disruptions in supply chain to drive market 149 11.3.3 GERMANY 149 11.3.3.1 Industrial developments and advancements to fuel market 149 11.3.4 FRANCE 149 11.3.4.1 Initiatives by government to position France as tech-giant to propel market 149 11.3.5 ITALY 150 11.3.5.1 Technological developments to boost market 150 11.3.6 SPAIN 150 11.3.6.1 Cloud adoption to drive investments in data centers 150 11.3.7 REST OF EUROPE 150 11.4 ASIA PACIFIC 151 11.4.1 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 151 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 152 TABLE 107 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 152 TABLE 108 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 153 TABLE 109 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 153 TABLE 110 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 153 TABLE 111 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 154 TABLE 112 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 154 TABLE 113 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 154 TABLE 114 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 154 TABLE 115 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 155 TABLE 116 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 155 TABLE 117 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 155 TABLE 118 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 156 TABLE 119 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 156 TABLE 120 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 156 11.4.2 CHINA 157 11.4.2.1 Increasing adoption of AI and IoT to fuel supply chain analytics adoption 157 11.4.3 JAPAN 157 11.4.3.1 Rising demand for process automation among enterprises to drive market 157 11.4.4 INDIA 158 11.4.4.1 Growing adoption of supply chain 4.0 to boost market 158 11.4.5 ASEAN 159 11.4.5.1 Increasing adoption of digital tools and real-time data to propel market 159 11.4.6 REST OF ASIA PACIFIC 159 11.5 MIDDLE EAST AND AFRICA 160 11.5.1 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 160 TABLE 121 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 160 TABLE 122 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 161 TABLE 123 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 161 TABLE 124 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 161 TABLE 125 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 162 TABLE 126 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 162 TABLE 127 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 162 TABLE 128 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 162 TABLE 129 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 163 TABLE 130 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 163 TABLE 131 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 163 TABLE 132 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 164 TABLE 133 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 164 TABLE 134 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 165 11.5.2 UAE 165 11.5.2.1 Government’s focus on adopting various strategies to drive market 165 11.5.3 KINGDOM OF SAUDI ARABIA 166 11.5.3.1 Rising digitization and growing partnership strategies in KSA to boost demand for supply chain analytics 166 11.5.4 ISRAEL 166 11.5.4.1 Increasing use of cutting-edge solutions to analyze and gain better insights from data to fuel market 166 11.5.5 TURKEY 167 11.5.5.1 Growing need for smart devices and analytics to fuel market growth 167 11.5.6 QATAR 167 11.5.6.1 Increasing focus of government on enhancing logistics infrastructure to drive market 167 11.5.7 SOUTH AFRICA 167 11.5.7.1 Rising number of initiatives to increase infrastructure expenditure to propel market 167 11.5.8 REST OF MIDDLE EAST AND AFRICA 168 11.6 LATIN AMERICA 168 11.6.1 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 168 TABLE 135 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 169 TABLE 136 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 169 TABLE 137 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 169 TABLE 138 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 170 TABLE 139 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 170 TABLE 140 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 170 TABLE 141 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 171 TABLE 142 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 171 TABLE 143 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 171 TABLE 144 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 171 TABLE 145 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 172 TABLE 146 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 172 TABLE 147 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 172 TABLE 148 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 173 11.6.2 BRAZIL 173 11.6.2.1 Increasing sales and operational planning in Brazil owing to big data analytics to boost market 173 11.6.3 MEXICO 173 11.6.3.1 Growing digitalization of supply chain to drive market 173 11.6.4 ARGENTINA 174 11.6.4.1 Increasing use of cutting-edge technologies to fuel market 174 11.6.5 REST OF LATIN AMERICA 174 12 COMPETITIVE LANDSCAPE 175 12.1 OVERVIEW 175 12.2 KEY PLAYER STRATEGIES 175 TABLE 149 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN SUPPLY CHAIN ANALYTICS MARKET 175 12.3 REVENUE ANALYSIS 177 FIGURE 36 REVENUE ANALYSIS FOR KEY COMPANIES, 2017–2021 (USD MILLION) 177 12.4 MARKET SHARE ANALYSIS 177 FIGURE 37 SUPPLY CHAIN ANALYTICS MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2021 178 TABLE 150 SUPPLY CHAIN ANALYTICS MARKET: DEGREE OF COMPETITION 178 12.5 COMPANY EVALUATION QUADRANT 178 12.5.1 STARS 178 12.5.2 EMERGING LEADERS 178 12.5.3 PERVASIVE PLAYERS 179 12.5.4 PARTICIPANTS 179 FIGURE 38 KEY SUPPLY CHAIN ANALYTICS MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 179 12.6 STARTUP/SME EVALUATION MATRIX 180 12.6.1 PROGRESSIVE COMPANIES 180 12.6.2 RESPONSIVE COMPANIES 180 12.6.3 DYNAMIC COMPANIES 180 12.6.4 STARTING BLOCKS 180 FIGURE 39 STARTUP/SME SUPPLY CHAIN ANALYTICS MARKET EVALUATION MATRIX, 2022 181 12.7 COMPETITIVE BENCHMARKING 182 TABLE 151 SUPPLY CHAIN ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS, 2022 182 TABLE 152 SUPPLY CHAIN ANALYTICS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 183 TABLE 153 SUPPLY CHAIN ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 184 12.8 COMPETITIVE SCENARIO 185 12.8.1 PRODUCT LAUNCHES 185 TABLE 154 PRODUCT LAUNCHES, 2021–2022 185 12.8.2 DEALS 186 TABLE 155 DEALS, 2019–2022 186 12.8.3 OTHERS 187 TABLE 156 OTHERS, 2019–2021 187
SummaryThe supply chain analytics market is expected to grow from USD 5.2 billion in 2022 to USD 13.5 billion by 2027, at a CAGR of 21.0% during the forecast period. Big data analytics has been used by a number of businesses in a variety of industries to improve tactical and real-time decision-making. As businesses want to use analytics to obtain a competitive advantage over rivals, the supply chain management sector has become one of the most popular places to use analytics solutions. The firms need assistance making decisions about crucial tactical and strategic supply chain operations, since the knowledge gained from these activities may help save costs and improve supply chains.. Table of Contents1 INTRODUCTION 361.1 STUDY OBJECTIVES 36 1.2 MARKET DEFINITION 36 1.2.1 INDUSTRY DEFINITION 36 1.2.2 INCLUSIONS AND EXCLUSIONS 37 1.3 MARKET SCOPE 38 1.3.1 MARKET SEGMENTATION 38 1.3.2 REGIONS COVERED 38 1.4 YEARS CONSIDERED 39 1.5 CURRENCY CONSIDERED 39 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022 39 1.6 STAKEHOLDERS 40 1.7 SUMMARY OF CHANGES 40 2 RESEARCH METHODOLOGY 41 2.1 RESEARCH DATA 41 FIGURE 1 SUPPLY CHAIN ANALYTICS MARKET: RESEARCH DESIGN 41 2.1.1 SECONDARY DATA 42 2.1.2 PRIMARY DATA 42 2.1.2.1 Primary interviews 43 2.1.2.2 Breakup of primary profiles 43 2.1.2.3 Key industry insights 44 2.2 DATA TRIANGULATION 44 2.3 MARKET SIZE ESTIMATION 45 FIGURE 2 SUPPLY CHAIN ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 45 2.3.1 TOP-DOWN APPROACH 45 2.3.2 BOTTOM-UP APPROACH 46 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 46 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOFTWARE/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 47 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOFTWARE/SERVICES OF SUPPLY CHAIN ANALYTICS MARKET 48 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF SUPPLY CHAIN ANALYTICS THROUGH OVERALL SUPPLY CHAIN ANALYTICS SPENDING 49 2.4 MARKET FORECAST 50 FIGURE 7 FACTOR ANALYSIS 50 2.5 STUDY ASSUMPTIONS 51 2.6 STUDY LIMITATIONS 51 2.7 RECESSION IMPACT 52 3 EXECUTIVE SUMMARY 53 TABLE 2 GLOBAL SUPPLY CHAIN ANALYTICS MARKET SIZE AND GROWTH RATE, 2016–2021 (USD MILLION, Y-O-Y%) 54 TABLE 3 GLOBAL SUPPLY CHAIN ANALYTICS MARKET SIZE AND GROWTH RATE, 2022–2027 (USD MILLION, Y-O-Y%) 54 FIGURE 8 SOFTWARE HELD LARGER MARKET SIZE IN 2022 54 FIGURE 9 PROFESSIONAL SERVICES HELD LARGER MARKET SHARE IN 2022 55 FIGURE 10 CONSULTING SERVICES HELD LARGEST MARKET SIZE IN 2022 55 FIGURE 11 DEMAND ANALYSIS & FORECASTING HELD LARGEST MARKET SIZE IN 2022 55 FIGURE 12 CLOUD DEPLOYMENT MODE HELD LARGER MARKET SIZE IN 2022 56 FIGURE 13 LARGE ENTERPRISES HELD LARGER MARKET SHARE IN 2022 56 FIGURE 14 RETAIL AND CONSUMER GOODS VERTICAL HELD LARGEST MARKET SIZE IN 2022 57 FIGURE 15 NORTH AMERICA HELD LARGEST MARKET SHARE IN 2022 57 4 PREMIUM INSIGHTS 58 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN SUPPLY CHAIN ANALYTICS MARKET 58 FIGURE 16 RISING NEED FOR DATA-DRIVEN DECISION-MAKING ACROSS SUPPLY CHAIN OPERATIONS TO DRIVE MARKET 58 4.2 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL 58 FIGURE 17 RETAIL AND CONSUMER GOODS VERTICAL TO CONTINUE TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 58 4.3 SUPPLY CHAIN ANALYTICS MARKET, BY REGION 59 FIGURE 18 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2027 59 4.4 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE AND VERTICAL 59 FIGURE 19 DEMAND ANALYSIS & FORECASTING AND RETAIL AND CONSUMER GOODS TO BE LARGEST SHAREHOLDERS IN SUPPLY CHAIN ANALYTICS MARKET IN 2027 59 5 MARKET OVERVIEW AND INDUSTRY TRENDS 60 5.1 INTRODUCTION 60 5.2 MARKET DYNAMICS 60 FIGURE 20 SUPPLY CHAIN ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 60 5.2.1 DRIVERS 61 5.2.1.1 Increasing need for greater supply-chain and operational efficiency 61 5.2.1.2 Growing adoption of IoT in supply chains 61 5.2.1.3 Rising adoption of big data technologies 61 5.2.1.4 Growing use of analytics technologies 61 5.2.2 RESTRAINTS 62 5.2.2.1 Increasing concerns of businesses regarding data security 62 5.2.2.2 Rising cyber threats hindering adoption of SCA solutions 62 5.2.3 OPPORTUNITIES 62 5.2.3.1 Growing use of supply chain analytics on cloud 62 5.2.3.2 Rising awareness of benefits of supply chain management 63 5.2.3.3 Increasing benefits of using supply chain analytics software 63 5.2.4 CHALLENGES 63 5.2.4.1 Lack of qualified employees 63 5.2.4.2 Reluctance to switch from manual methods to advanced reporting processes 63 5.2.4.3 Integration and analysis of all data 64 5.3 SUPPLY CHAIN ANALYTICS MARKET: ECOSYSTEM 64 TABLE 4 SUPPLY CHAIN ANALYTICS MARKET: ECOSYSTEM 64 5.4 STUDY ANALYSIS 66 5.4.1 AUTOMOTIVE 66 5.4.1.1 Case study 1: Mazda Motor Logistics speeds visibility across supply chain 66 5.4.2 MANUFACTURING 67 5.4.2.1 Case study 1: Titan International’s Journey with Oracle Cloud and Internet of Things 67 5.4.2.2 Case study 2: Electrolux improved customer service and reduced inventory management cost by using Demand planning & Optimization solution of SAS with Oracle Cloud and Internet of Things 67 5.4.3 BFSI 68 5.4.3.1 Case study 1: Improved distribution of products to target audiences 68 5.4.4 HEALTHCARE AND LIFE SCIENCES 69 5.4.4.1 Case study 1: EmblemHealth modernizes operations in Oracle Cloud 69 5.4.5 DISTRIBUTION ANALYTICS 69 5.4.5.1 Case study 1: Cloud automation helps FedEx respond to changes 2X faster 69 5.5 TECHNOLOGY ANALYSIS 70 5.5.1 ARTIFICIAL INTELLIGENCE 70 5.5.2 BIG DATA 70 5.5.3 IOT 70 5.5.4 BLOCKCHAIN 71 5.6 SUPPLY/VALUE CHAIN ANALYSIS 71 FIGURE 21 SUPPLY/VALUE CHAIN ANALYSIS 71 5.7 PORTER’S FIVE FORCES ANALYSIS 72 FIGURE 22 PORTER’S FIVE FORCES ANALYSIS 72 TABLE 5 PORTER’S FIVE FORCES ANALYSIS 73 5.7.1 THREAT FROM NEW ENTRANTS 73 5.7.2 THREAT FROM SUBSTITUTES 73 5.7.3 BARGAINING POWER OF SUPPLIERS 73 5.7.4 BARGAINING POWER OF BUYERS 73 5.7.5 INTENSITY OF COMPETITIVE RIVALRY 74 5.8 PRICING MODEL ANALYSIS 74 TABLE 6 SUPPLY CHAIN ANALYTICS MARKET: PRICING LEVELS 74 5.9 PATENT ANALYSIS 75 5.9.1 METHODOLOGY 75 5.9.2 DOCUMENT TYPE 75 TABLE 7 PATENTS FILED, 2019–2022 75 5.9.3 INNOVATION AND PATENT APPLICATIONS 75 FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2019–2022 76 5.9.3.1 Top applicants 76 FIGURE 24 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 76 TABLE 8 TOP TEN PATENT OWNERS, 2019–2022 77 5.10 KEY CONFERENCES AND EVENTS, 2023–2024 77 TABLE 9 DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 77 5.11 TARIFF AND REGULATORY LANDSCAPE 79 5.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 10 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79 TABLE 11 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 MIDDLE EAST AND AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 5.11.2 NORTH AMERICA: REGULATIONS 82 5.11.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 82 5.11.2.2 Gramm-Leach-Bliley (GLB) Act 82 5.11.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 82 5.11.2.4 Federal Information Security Management Act (FISMA) 82 5.11.2.5 Federal Information Processing Standards (FIPS) 83 5.11.2.6 California Consumer Privacy Act (CSPA) 83 5.11.3 EUROPE: TARIFFS AND REGULATIONS 84 5.11.3.1 GDPR 2016/679 84 5.11.3.2 General Data Protection Regulation 84 5.11.3.3 European Committee for Standardization (CEN) 84 5.11.3.4 European Technical Standards Institute (ETSI) 84 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA 85 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS 85 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 85 5.12.2 BUYING CRITERIA 85 TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 85 5.13 KEY STAGES IN SUPPLY CHAIN 86 5.13.1 PLANNING 86 5.13.2 MANAGEMENT AND CONTROL 86 5.13.3 EXECUTION 86 6 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT 87 6.1 INTRODUCTION 88 6.1.1 COMPONENT: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 88 FIGURE 25 SERVICES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 89 TABLE 17 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 89 TABLE 18 SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 89 6.2 SOFTWARE 89 FIGURE 26 INVENTORY ANALYTICS SOFTWARE TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 90 TABLE 19 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 90 TABLE 20 SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 90 TABLE 21 SOFTWARE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 91 TABLE 22 SOFTWARE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 91 6.3 DEMAND ANALYSIS AND FORECASTING 91 6.3.1 GROWING NEED FOR FORECASTING CUSTOMER DEMAND TO PROPEL MARKET 91 6.4 DEMAND AND SUPPLY PLANNING 92 6.4.1 S&OP PROCESS MANAGEMENT 92 6.4.2 SUPPLY CHAIN RISK MANAGEMENT 92 6.4.3 SUPPLY CHAIN EVENT MANAGEMENT 92 TABLE 23 DEMAND ANALYSIS AND FORECASTING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 92 TABLE 24 DEMAND ANALYSIS AND FORECASTING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 93 6.5 SUPPLIER PERFORMANCE ANALYTICS 93 6.5.1 RISING DEMAND FOR SUPPLIER PERFORMANCE ANALYTICS PLATFORMS TO MANAGE DELIVERY CONCERNS AND QUALITY CONTROL TO FUEL MARKET 93 6.6 SUPPLIER PERFORMANCE METRICS ANALYSIS 94 6.6.1 DELIVERY PERFORMANCE ANALYSIS 94 6.6.2 PRICE AND PROFIT MARGIN ANALYSIS 94 TABLE 25 SUPPLIER PERFORMANCE ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 94 TABLE 26 SUPPLIER PERFORMANCE ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 95 6.7 SPEND AND PROCUREMENT ANALYTICS 95 6.7.1 ABILITY TO MAKE DATA-DRIVEN DECISIONS TO REDUCE RISK AND DISCOVER COST-SAVING OPPORTUNITIES TO DRIVE MARKET 95 6.8 TYPES OF SPEND AND PROCUREMENT ANALYSIS 96 6.8.1 TAIL SPEND ANALYSIS 96 6.8.2 SUPPLIER SPEND ANALYSIS 96 6.8.3 CATEGORY SPEND ANALYSIS 96 6.8.4 CONTRACT SPEND ANALYSIS 96 6.8.5 STRATEGIC SOURCING ANALYSIS 96 6.8.6 SOURCE-TO-PAY ANALYSIS 96 TABLE 27 SPEND AND PROCUREMENT ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 97 TABLE 28 SPEND AND PROCUREMENT ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 97 6.9 INVENTORY ANALYTICS 97 6.9.1 INCREASING NEED FOR INVENTORY ANALYTICS TO FUEL MARKET 97 6.9.2 ABC ANALYSIS 98 6.9.3 HML ANALYSIS 98 6.9.4 VED ANALYSIS 98 6.9.5 SDE ANALYSIS 98 6.9.6 SAFETY STOCK ANALYSIS 99 TABLE 29 INVENTORY ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 99 TABLE 30 INVENTORY ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 99 6.10 DISTRIBUTION ANALYTICS 100 6.10.1 GROWING USE OF ANALYTICS IN DISTRIBUTION MANAGEMENT TO ACCELERATE MARKET GROWTH 100 TABLE 31 DISTRIBUTION ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 100 TABLE 32 DISTRIBUTION AND LOGISTICS ANALYTICS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 101 6.10.2 PERFORMANCE MANAGEMENT 101 6.10.3 ROUTE OPTIMIZATION 101 6.10.4 OUTBOUND LOGISTICS MANAGEMENT 101 7 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE 102 7.1 INTRODUCTION 103 7.1.1 SERVICES: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 103 FIGURE 27 MANAGED SERVICES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 103 TABLE 33 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 104 TABLE 34 SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 104 TABLE 35 SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 104 TABLE 36 SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 104 7.2 MANAGED SERVICES 105 7.2.1 GROWING DEMAND FOR ON-TIME DELIVERY BY CLIENTS TO PROPEL MARKET 105 TABLE 37 MANAGED SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 105 TABLE 38 MANAGED SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 105 7.3 PROFESSIONAL SERVICES 105 FIGURE 28 CONSULTING SERVICES TO HOLD LARGEST MARKET SIZE IN 2027 106 TABLE 39 SUPPLY CHAIN ANALYTICS MARKET, BY PROFESSIONAL SERVICE TYPE, 2016–2021 (USD MILLION) 106 TABLE 40 SUPPLY CHAIN ANALYTICS MARKET, BY PROFESSIONAL SERVICE TYPE, 2022–2027 (USD MILLION) 106 TABLE 41 PROFESSIONAL SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 107 TABLE 42 PROFESSIONAL SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 107 7.3.1 CONSULTING SERVICES 107 7.3.1.1 Rising demand for lowering risks, reducing complexities, and increasing RoI to drive market 107 TABLE 43 CONSULTING SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 108 TABLE 44 CONSULTING SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 108 7.3.2 SUPPORT AND MAINTENANCE SERVICES 108 7.3.2.1 Increasing demand for data management to fuel market 108 TABLE 45 SUPPORT AND MAINTENANCE SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 109 TABLE 46 SUPPORT AND MAINTENANCE SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 109 7.3.3 DEPLOYMENT AND INTEGRATION SERVICES 109 7.3.3.1 Growing need for integrating IoT devices and solutions with existing IT infrastructure to boost 109 TABLE 47 DEPLOYMENT AND INTEGRATION SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 110 TABLE 48 DEPLOYMENT AND INTEGRATION SERVICES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 110 8 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE 111 8.1 INTRODUCTION 112 8.1.1 DEPLOYMENT MODE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 112 FIGURE 29 CLOUD DEPLOYMENT MODE TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 113 TABLE 49 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 113 TABLE 50 SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 113 8.2 ON-PREMISES 114 8.2.1 REDUCED COMPLEXITIES OVER AI APPLICATIONS TO PROPEL MARKET 114 TABLE 51 ON-PREMISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 114 TABLE 52 ON-PREMISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 114 8.3 CLOUD 115 8.3.1 GROWING NEED FOR ADOPTION OF DIGITAL SOLUTIONS FOR FLEXIBLE AND SCALED PRODUCTIVITY TO FUEL MARKET 115 TABLE 53 CLOUD: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 115 TABLE 54 CLOUD: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 115 9 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE 116 9.1 INTRODUCTION 117 9.1.1 ORGANIZATION SIZE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 117 FIGURE 30 SMALL AND MEDIUM-SIZED ENTERPRISES TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 117 TABLE 55 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 118 TABLE 56 SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 118 9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 118 9.2.1 RISE IN INNOVATIVE BUSINESS APPROACH IN SUPPLY CHAIN MANAGEMENT TO DRIVE MARKET 118 TABLE 57 SMALL AND MEDIUM-SIZED ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 118 TABLE 58 SMALL AND MEDIUM-SIZED ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 119 9.3 LARGE ENTERPRISES 119 9.3.1 GROWING INVESTMENTS BY LARGE ENTERPRISES TO IMPLEMENT SUITABLE SUPPLY CHAIN ANALYTICS SOLUTIONS AND SERVICES TO FUEL MARKET 119 TABLE 59 LARGE ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 119 TABLE 60 LARGE ENTERPRISES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 120 10 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL 121 10.1 INTRODUCTION 122 10.1.1 VERTICAL: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 122 FIGURE 31 RETAIL AND CONSUMER GOODS VERTICAL TO HOLD LARGEST MARKET SIZE IN 2027 122 TABLE 61 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 123 TABLE 62 SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 123 10.2 RETAIL AND CONSUMER GOODS 123 10.2.1 RISING DEMAND FOR BETTER CUSTOMER EXPERIENCE TO PROPEL MARKET 123 TABLE 63 RETAIL AND CONSUMER GOODS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 124 TABLE 64 RETAIL AND CONSUMER GOODS: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 124 10.3 AUTOMOTIVE 125 10.3.1 GROWING NEED TO IMPROVE BUSINESS PERFORMANCE, OPERATIONAL EFFICIENCY, AND BOOST VISIBILITY WITH SUPPLY CHAIN ANALYTICS SOLUTIONS TO DRIVE MARKET 125 TABLE 65 AUTOMOTIVE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 126 TABLE 66 AUTOMOTIVE: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 126 10.4 PHARMACEUTICAL 126 10.4.1 INCREASING COMPETITION TO FORECAST LIFECYCLE OF SPECIFIC DRUGS TO FUEL MARKET 126 TABLE 67 PHARMACEUTICAL: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 127 TABLE 68 PHARMACEUTICAL: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 127 10.5 FOOD & BEVERAGE MANUFACTURING 128 10.5.1 INCREASING NEED TO MINIMIZE WASTE WITH BETTER UNDERSTANDING OF INVENTORY LEVELS TO BOOST MARKET 128 TABLE 69 F&B MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 128 TABLE 70 F&B MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 129 10.6 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING 129 10.6.1 RISING DEMAND FOR CAPACITY PLANNING TO HELP BUSINESSES ADOPT SUPPLY CHAIN ANALYTICS SOLUTIONS 129 TABLE 71 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 130 TABLE 72 MACHINERY AND INDUSTRIAL EQUIPMENT MANUFACTURING: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 130 10.7 ENERGY AND UTILITIES 130 10.7.1 GROWING NEED FOR OPERATIONAL EXPENSES AND PROJECT DELAYS TO GENERATE DEMAND FOR SUPPLY CHAIN ANALYTICS 130 TABLE 73 ENERGY AND UTILITIES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 131 TABLE 74 ENERGY AND UTILITIES: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 131 10.8 GOVERNMENT 131 10.8.1 GROWING GOVERNMENT INITIATIVES TO DRIVE ADOPTION OF SUPPLY CHAIN ANALYTICS SOFTWARE 131 TABLE 75 GOVERNMENT: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 132 TABLE 76 GOVERNMENT: SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 132 11 SUPPLY CHAIN ANALYTICS MARKET, BY REGION 133 11.1 INTRODUCTION 134 11.1.1 SUPPLY CHAIN ANALYTICS MARKET: IMPACT OF RECESSION 134 FIGURE 32 ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 135 FIGURE 33 UNITED ARAB EMIRATES TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 135 TABLE 77 SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2016–2021 (USD MILLION) 136 TABLE 78 SUPPLY CHAIN ANALYTICS MARKET, BY REGION, 2022–2027 (USD MILLION) 136 11.2 NORTH AMERICA 136 11.2.1 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 137 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 138 TABLE 79 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 138 TABLE 80 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 139 TABLE 81 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 139 TABLE 82 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 139 TABLE 83 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 140 TABLE 84 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 140 TABLE 85 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 140 TABLE 86 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 140 TABLE 87 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 141 TABLE 88 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 141 TABLE 89 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 141 TABLE 90 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 142 TABLE 91 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 142 TABLE 92 NORTH AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 142 11.2.2 US 143 11.2.2.1 Advanced infrastructure, innovation, and initiatives to drive market 143 11.2.3 CANADA 143 11.2.3.1 Huge investment share of Canadian companies to strengthen supply chain operations 143 11.3 EUROPE 144 11.3.1 EUROPE: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 144 TABLE 93 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 144 TABLE 94 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 145 TABLE 95 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 145 TABLE 96 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 145 TABLE 97 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 146 TABLE 98 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 146 TABLE 99 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 146 TABLE 100 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 146 TABLE 101 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 147 TABLE 102 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 147 TABLE 103 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 147 TABLE 104 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 148 TABLE 105 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 148 TABLE 106 EUROPE: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 148 11.3.2 UK 149 11.3.2.1 Disruptions in supply chain to drive market 149 11.3.3 GERMANY 149 11.3.3.1 Industrial developments and advancements to fuel market 149 11.3.4 FRANCE 149 11.3.4.1 Initiatives by government to position France as tech-giant to propel market 149 11.3.5 ITALY 150 11.3.5.1 Technological developments to boost market 150 11.3.6 SPAIN 150 11.3.6.1 Cloud adoption to drive investments in data centers 150 11.3.7 REST OF EUROPE 150 11.4 ASIA PACIFIC 151 11.4.1 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 151 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 152 TABLE 107 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 152 TABLE 108 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 153 TABLE 109 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 153 TABLE 110 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 153 TABLE 111 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 154 TABLE 112 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 154 TABLE 113 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 154 TABLE 114 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 154 TABLE 115 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 155 TABLE 116 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 155 TABLE 117 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 155 TABLE 118 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 156 TABLE 119 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 156 TABLE 120 ASIA PACIFIC: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 156 11.4.2 CHINA 157 11.4.2.1 Increasing adoption of AI and IoT to fuel supply chain analytics adoption 157 11.4.3 JAPAN 157 11.4.3.1 Rising demand for process automation among enterprises to drive market 157 11.4.4 INDIA 158 11.4.4.1 Growing adoption of supply chain 4.0 to boost market 158 11.4.5 ASEAN 159 11.4.5.1 Increasing adoption of digital tools and real-time data to propel market 159 11.4.6 REST OF ASIA PACIFIC 159 11.5 MIDDLE EAST AND AFRICA 160 11.5.1 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 160 TABLE 121 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 160 TABLE 122 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 161 TABLE 123 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 161 TABLE 124 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 161 TABLE 125 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 162 TABLE 126 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 162 TABLE 127 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 162 TABLE 128 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 162 TABLE 129 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 163 TABLE 130 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 163 TABLE 131 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 163 TABLE 132 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 164 TABLE 133 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 164 TABLE 134 MIDDLE EAST AND AFRICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 165 11.5.2 UAE 165 11.5.2.1 Government’s focus on adopting various strategies to drive market 165 11.5.3 KINGDOM OF SAUDI ARABIA 166 11.5.3.1 Rising digitization and growing partnership strategies in KSA to boost demand for supply chain analytics 166 11.5.4 ISRAEL 166 11.5.4.1 Increasing use of cutting-edge solutions to analyze and gain better insights from data to fuel market 166 11.5.5 TURKEY 167 11.5.5.1 Growing need for smart devices and analytics to fuel market growth 167 11.5.6 QATAR 167 11.5.6.1 Increasing focus of government on enhancing logistics infrastructure to drive market 167 11.5.7 SOUTH AFRICA 167 11.5.7.1 Rising number of initiatives to increase infrastructure expenditure to propel market 167 11.5.8 REST OF MIDDLE EAST AND AFRICA 168 11.6 LATIN AMERICA 168 11.6.1 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET DRIVERS 168 TABLE 135 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 169 TABLE 136 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 169 TABLE 137 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2016–2021 (USD MILLION) 169 TABLE 138 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SERVICE, 2022–2027 (USD MILLION) 170 TABLE 139 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2016–2021 (USD MILLION) 170 TABLE 140 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY SOFTWARE, 2022–2027 (USD MILLION) 170 TABLE 141 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 171 TABLE 142 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 171 TABLE 143 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 171 TABLE 144 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 171 TABLE 145 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2016–2021 (USD MILLION) 172 TABLE 146 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY VERTICAL, 2022–2027 (USD MILLION) 172 TABLE 147 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 172 TABLE 148 LATIN AMERICA: SUPPLY CHAIN ANALYTICS MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 173 11.6.2 BRAZIL 173 11.6.2.1 Increasing sales and operational planning in Brazil owing to big data analytics to boost market 173 11.6.3 MEXICO 173 11.6.3.1 Growing digitalization of supply chain to drive market 173 11.6.4 ARGENTINA 174 11.6.4.1 Increasing use of cutting-edge technologies to fuel market 174 11.6.5 REST OF LATIN AMERICA 174 12 COMPETITIVE LANDSCAPE 175 12.1 OVERVIEW 175 12.2 KEY PLAYER STRATEGIES 175 TABLE 149 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN SUPPLY CHAIN ANALYTICS MARKET 175 12.3 REVENUE ANALYSIS 177 FIGURE 36 REVENUE ANALYSIS FOR KEY COMPANIES, 2017–2021 (USD MILLION) 177 12.4 MARKET SHARE ANALYSIS 177 FIGURE 37 SUPPLY CHAIN ANALYTICS MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2021 178 TABLE 150 SUPPLY CHAIN ANALYTICS MARKET: DEGREE OF COMPETITION 178 12.5 COMPANY EVALUATION QUADRANT 178 12.5.1 STARS 178 12.5.2 EMERGING LEADERS 178 12.5.3 PERVASIVE PLAYERS 179 12.5.4 PARTICIPANTS 179 FIGURE 38 KEY SUPPLY CHAIN ANALYTICS MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 179 12.6 STARTUP/SME EVALUATION MATRIX 180 12.6.1 PROGRESSIVE COMPANIES 180 12.6.2 RESPONSIVE COMPANIES 180 12.6.3 DYNAMIC COMPANIES 180 12.6.4 STARTING BLOCKS 180 FIGURE 39 STARTUP/SME SUPPLY CHAIN ANALYTICS MARKET EVALUATION MATRIX, 2022 181 12.7 COMPETITIVE BENCHMARKING 182 TABLE 151 SUPPLY CHAIN ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS, 2022 182 TABLE 152 SUPPLY CHAIN ANALYTICS MARKET: DETAILED LIST OF KEY STARTUPS/SMES 183 TABLE 153 SUPPLY CHAIN ANALYTICS MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES) 184 12.8 COMPETITIVE SCENARIO 185 12.8.1 PRODUCT LAUNCHES 185 TABLE 154 PRODUCT LAUNCHES, 2021–2022 185 12.8.2 DEALS 186 TABLE 155 DEALS, 2019–2022 186 12.8.3 OTHERS 187 TABLE 156 OTHERS, 2019–2021 187
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