鉱業ソフトウェア市場:コンポーネント、鉱業タイプ(地上、地下)、アプリケーション(探査、発見/評価、開発、生産業務、埋立/閉鎖)、展開タイプ、地域別 - 2028年までの世界予測Mining Software Market by Component, Mining Type (Surface, Underground), Application (Exploration, Discovery/Assessment, Development, Production Operations, Reclamation/Closure), Deployment Type and Region - Global Forecast to 2028 マイニングソフトウェア市場規模は、2023年の101億米ドルから2028年には149億米ドルへと、予測期間中に8.1%のCAGRで成長すると予測されています。世界のマイニングソフトウェア市場は、採掘作業における自動化と... もっと見る
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サマリーマイニングソフトウェア市場規模は、2023年の101億米ドルから2028年には149億米ドルへと、予測期間中に8.1%のCAGRで成長すると予測されています。世界のマイニングソフトウェア市場は、採掘作業における自動化とデジタル化の需要の高まりにより、大きな成長を遂げています。鉱業は、人工知能、自動化、ロボット工学などの先進技術を採用し、業務効率の向上、運用コストの削減、生産性の向上を図っています。地質モデリングと鉱山計画、資源推定、生産計画とスケジューリング、車両管理、資産メンテナンスなどの鉱山ソフトウェアソリューションは、採掘プロセスの最適化、運用コストの削減、生産性の向上に不可欠であり、それによって鉱山ソフトウェア市場の成長を促進しています。"用途別では、生産オペレーション部門が予測期間中に最大の市場シェアを占めると予想される" 鉱山会社は、生産オペレーション・ソフトウェア・ソリューションの使用により、生産プロセスの監視と管理、機器の使用率の向上、ダウンタイムの減少が可能になります。鉱山会社は、これらの技術を利用して、地下鉱山と地上鉱山の両方で生産を最適化することができ、生産性と効率性を高めることができます。オペレーションを最適化し、改善すべき点を見つけるために、企業はソフトウェアを使用することができます。これにより、最終的にコスト削減と収益性の向上を実現することができます。 """" "採掘タイプ別では、地表採掘セグメントが予測期間中に最大の市場シェアを占めると予想" この市場シェアは、地表から鉱物・鉱石を採取する採掘会社による地表採掘技術の採用が増加していることに起因していると考えられます。地表採掘は、地下採掘と比較して労働力や設備が少なくて済むため、低コストで効率的な採掘方法です。さらに、地表採掘は石炭、鉄、銅、金などの鉱物の抽出に広く利用されており、これらはエネルギー、建設、エレクトロニクスなど様々な産業で使用されています。鉱山会社が業務の最適化と生産性の向上を目指しているため、地表鉱業における鉱山ソフトウェアソリューションの採用が増加しています。さらに、世界各国の政府は、経済成長を促進し雇用機会を創出する方法として、地表採掘作業を推進しており、これが地表採掘市場の成長をさらに後押ししています。 "地域別では、アジア太平洋地域が予測期間中に最大の市場シェアを占めると予想される" この市場シェアは、オーストラリア、中国、インドなどの国々で、鉱業がデジタル技術への依存を高めていることに起因しています。この地域の鉱業への大規模な投資により、業務効率の向上、コスト削減、安全性の向上を目的とした鉱業ソフトウェアソリューションの需要が高まっています。また、建設、輸送、エレクトロニクスなどの分野における鉱物や金属の需要も、この地域の鉱業ソフトウェア産業の成長を促す主要な要因となっています。 予備選の内訳 本調査には、ソリューションベンダーからTier1企業まで、様々な業界専門家による知見が含まれています。プライマリーの内訳は以下の通りです: - 会社のタイプ別Tier1:62%、Tier2:23%、Tier3:15%。 - 職位別:Cレベル -38%、Dレベル -30%、その他 -32 - 地域別では北米-40%、欧州-15%、アジア太平洋-35%、中東-5%、中南米-5%。 マイニングソフトウェア市場で事業を展開している主要企業は、日立製作所(日本)、SAP(ドイツ)、マイクロソフト(米国)、IBM(米国)、Hexagon AB(スウェーデン)、コマツ(日本)、Epiroc AB(スウェーデン)、Sandvik AB(同)、RPM Global(オーストラリア)、Trimble(米国)、ロックウェルオートメーション(米国)、Siemens(ドイツ)、ABB(スイス)、Cisco(米国)、アクセンチュア(アイルランド)、Caterpillar(同)。マイニングソフトウェア市場での地位を高めるため、これらの企業は製品ポートフォリオを拡大し、パートナーシップ、契約、コラボレーションなど、この市場で無数の機会を実施することに重点を置いています。 調査対象 この調査レポートは、さまざまなセグメントにわたるマイニングソフトウェア市場規模を調査しています。コンポーネント、マイニングタイプ、アプリケーション、デプロイメントタイプ、地域を含む異なるセグメントにおける市場規模および成長の可能性を推定することを目的としています。さらに、主要な市場プレイヤーの会社概要、製品および事業の提供、最近の開発、市場戦略に関連する主要な見解とともに、詳細な競合分析も含まれています。 レポート購入の主なメリット 本レポートは、世界のマイニングソフトウェア市場とその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し、市場のリーダー/新規参入者の助けとなります。本レポートは、関係者が競争環境を理解し、より多くの洞察を得ることで、事業の位置づけを高め、適切な市場参入戦略を計画するのに役立ちます。さらに、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、および機会に関する情報を提供するための洞察を提供します。 本レポートは、以下のポイントに関する洞察を提供します: - 主な促進要因(高度なデータ分析の需要、環境持続可能性の重視の高まり、安全性とセキュリティ強化の必要性、自動化とロボット工学の採用拡大、効率性と生産性向上の必要性)、阻害要因(既存システムとの統合、異なる採掘作業固有のニーズを満たすカスタマイズ、途上国での市場浸透の限定、変化に対する抵抗と従来の考え方)、機会(新興市場における自動化とデジタル化の需要の高まり)を分析する、鉱業におけるモノのインターネット(IoT)の導入の増加、鉱業における予知保全ソリューションの需要の増加、持続可能な鉱業の実践と技術への関心の高まり、鉱業の遠隔監視と制御のニーズの増加)、および課題(既存システムとの統合、異なる鉱業事業の独自のニーズを満たすカスタマイズ、発展途上国における市場の普及率の限界、変化に対する抵抗と従来の考え方)が鉱業ソフトウェア市場の成長に影響を及ぼしています。 - 製品開発/イノベーション:マイニングソフトウェア市場における今後の技術、研究開発活動、新製品・サービス発表に関する詳細なインサイトを掲載しています。 - 市場開拓:有利な市場に関する包括的な情報 - 当レポートは、様々な地域のマイニングソフトウェア市場を分析しています。 - 市場の多様化:マイニングソフトウェア市場における新製品・サービス、未開拓の地域、最近の開発、投資に関する情報を網羅的に提供します。 - 競合他社の評価日立製作所(日本)、SAP(ドイツ)、マイクロソフト(米国)、IBM(米国)、Hexagon AB(スウェーデン)、コマツ(日本)、Epiroc AB(スウェーデン)、Sandvik AB(スウェーデン)、RPM Global(オーストラリア)、Trimble(米国)、ロックウェルオートメーション(米国)、Siemens(ドイツ)、ABB(スイス)、Cisco(米国)、アクセンチュア(アイルランド)、Caterpillar(米国)といった大手企業の市場シェア、成長戦略、サービス内容を詳細に分析します。 目次1 INTRODUCTION 281.1 STUDY OBJECTIVES 28 1.2 MARKET DEFINITION 28 1.2.1 INCLUSIONS AND EXCLUSIONS 29 1.3 STUDY SCOPE 30 1.3.1 MARKETS COVERED 30 FIGURE 1 MINING SOFTWARE MARKET SEGMENTATION 30 1.3.2 GEOGRAPHIC SCOPE 31 FIGURE 2 MINING SOFTWARE MARKET: GEOGRAPHIC SCOPE 31 1.3.3 YEARS CONSIDERED 31 1.4 CURRENCY CONSIDERED 32 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATES, 2019–2022 32 1.5 STAKEHOLDERS 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 3 MINING SOFTWARE MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.1.1 Secondary sources 34 2.1.2 PRIMARY DATA 35 2.1.2.1 Primary interviews with experts 35 2.1.2.2 List of key primary interview participants 35 2.1.2.3 Breakdown of primary profiles 36 2.1.2.4 Primary sources 36 2.1.2.5 Key industry insights 37 2.2 MARKET SIZE ESTIMATION 37 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY SIDE) - REVENUE FROM SOLUTIONS/SERVICES 37 2.2.1 BOTTOM-UP APPROACH 38 FIGURE 5 BOTTOM-UP APPROACH 38 FIGURE 6 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES 38 2.2.2 TOP-DOWN APPROACH 39 FIGURE 7 TOP-DOWN APPROACH 39 2.2.3 MINING SOFTWARE MARKET ESTIMATION: DEMAND-SIDE ANALYSIS 40 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS 40 2.3 DATA TRIANGULATION 41 FIGURE 9 DATA TRIANGULATION 41 2.4 FACTOR ANALYSIS 42 TABLE 2 FACTOR ANALYSIS 42 2.5 ASSUMPTIONS 43 2.6 LIMITATIONS 43 2.7 MINING SOFTWARE MARKET: RECESSION IMPACT 44 3 EXECUTIVE SUMMARY 45 FIGURE 10 MINING SOFTWARE MARKET, 2021–2028 46 FIGURE 11 SHARES OF KEY MARKET SEGMENTS, 2023 46 FIGURE 12 ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028 48 4 PREMIUM INSIGHTS 49 4.1 ATTRACTIVE OPPORTUNITIES IN MINING SOFTWARE MARKET 49 FIGURE 13 INCREASED ADOPTION OF IOT IN MINING INDUSTRY TO PROPEL MARKET GROWTH DURING FORECAST PERIOD 49 4.2 MINING SOFTWARE MARKET IN NORTH AMERICA, BY COMPONENT AND COUNTRY 49 FIGURE 14 SOLUTIONS SEGMENT AND US TO LEAD MINING SOFTWARE MARKET IN 2023 49 4.3 MINING SOFTWARE MARKET IN ASIA PACIFIC, BY COMPONENT AND TOP 2 COUNTRIES 50 FIGURE 15 SOLUTIONS SEGMENT AND CHINA TO LEAD MINING SOFTWARE MARKET IN 2023 50 4.4 MINING SOFTWARE MARKET: MAJOR COUNTRIES 50 FIGURE 16 UAE TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 50 5 MARKET OVERVIEW 51 5.1 INTRODUCTION 51 5.2 MARKET DYNAMICS 51 FIGURE 17 MINING SOFTWARE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51 5.2.1 DRIVERS 52 5.2.1.1 Rise in demand for advanced data analytics 52 5.2.1.2 Increased emphasis on environmental sustainability 52 5.2.1.3 Increased need for enhanced safety and security 52 5.2.1.4 Extensive adoption of automation and robotics 53 5.2.1.5 Increased need for improved efficiency and productivity 53 5.2.2 RESTRAINTS 54 5.2.2.1 Compatibility issues pertaining to integration with existing systems 54 5.2.2.2 Requirement of customized solutions to meet unique needs of different mining operations 54 5.2.3 OPPORTUNITIES 54 5.2.3.1 Rise in demand for automation and digitalization in emerging markets 54 5.2.3.2 Increased adoption of IoT in mining industry 55 5.2.3.3 Rise in demand for predictive maintenance solutions in mining operations 55 5.2.3.4 Increased focus on environmentally sustainable mining practices 56 5.2.3.5 Increased need for remote monitoring and control of mining operations 56 5.2.4 CHALLENGES 56 5.2.4.1 Limited penetration in emerging countries 56 5.2.4.2 Resistance to change and traditional mindsets 57 5.3 INDUSTRY TRENDS 58 5.3.1 VALUE CHAIN ANALYSIS 58 FIGURE 18 MINING SOFTWARE MARKET: VALUE CHAIN ANALYSIS 58 5.3.2 ECOSYSTEM ANALYSIS 60 TABLE 3 MINING SOFTWARE MARKET: ECOSYSTEM 60 5.3.3 REGULATORY LANDSCAPE 61 TABLE 4 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 61 TABLE 5 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 62 TABLE 6 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 62 TABLE 7 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 63 5.3.4 CASE STUDY ANALYSIS 63 5.3.4.1 Boliden chose Komatsu to introduce automated haulage at its copper mine in Sweden 63 5.3.4.2 Rio Tinto used FactoryTalk suite of Rockwell Automation to improve transparency in mining operations 64 5.3.4.3 Rio Tinto chose Caterpillar to create connected value chain at its Gudai-Darri mine 64 5.3.4.4 Maptek provided AI-based algorithms to boost efficiency of drilling and blasting operations of Newmont Corporation 64 5.3.4.5 Hexagon provided predictive analytics for fleet management to Anglo American 65 5.3.4.6 Surpac offered geostatistical modeling for mining operations to Barrick Gold 65 5.3.4.7 IBM offered real-time data analytics for maintenance of mining equipment to Barrick Gold 65 5.3.4.8 SAP provided real-time analytics for mining supply chain management to Rio Tinto 66 5.3.5 PATENT ANALYSIS 66 5.3.5.1 Methodology 66 5.3.5.2 Innovation and patent applications 66 FIGURE 19 NUMBER OF PATENTS GRANTED ANNUALLY, 2012–2022 67 5.3.5.2.1 Top applicants 67 FIGURE 20 TOP 10 PATENT APPLICANTS WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2012–2022 67 TABLE 8 TOP 20 PATENT OWNERS, 2012–2022 67 5.3.6 AVERAGE PRICING ANALYSIS 68 5.3.7 PORTER’S FIVE FORCES ANALYSIS 69 FIGURE 21 IMPACT OF PORTER’S FIVE FORCES MODEL ON MINING SOFTWARE MARKET 70 TABLE 9 MINING SOFTWARE MARKET: PORTER’S FIVE FORCES ANALYSIS 70 5.3.7.1 Threat of new entrants 70 5.3.7.2 Threat of substitutes 71 5.3.7.3 Bargaining power of suppliers 71 5.3.7.4 Bargaining power of buyers 71 5.3.7.5 Intensity of competitive rivalry 71 5.3.8 TECHNOLOGY ANALYSIS 71 5.3.8.1 Artificial Intelligence (AI) 71 5.3.8.2 Cloud computing 71 5.3.8.3 Digital twin 71 5.3.8.4 Internet of Things 72 5.3.8.5 Blockchain 72 5.3.8.6 Augmented reality 72 5.3.8.7 Robotics 72 5.3.8.8 Data analytics 72 5.3.8.9 Geospatial technology 72 5.3.8.10 Wearable technology 73 5.3.9 KEY CONFERENCES AND EVENTS, 2022–2023 73 TABLE 10 MINING SOFTWARE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2022–2023 73 6 MINING SOFTWARE MARKET, BY COMPONENT 75 6.1 INTRODUCTION 76 FIGURE 22 SOLUTIONS TO BE LARGER SEGMENT DURING FORECAST PERIOD 76 TABLE 11 MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 76 TABLE 12 MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 76 6.2 SOLUTIONS 77 6.2.1 IMPLEMENTATION OF ADVANCED MINING SOFTWARE SOLUTIONS FOR EFFICIENT OPERATIONS TO DRIVE SEGMENT 77 6.2.2 SOLUTIONS: MINING SOFTWARE MARKET DRIVERS 77 6.2.3 SOLUTIONS: RECESSION IMPACT 77 FIGURE 23 PROCESS CONTROL, ANALYTICS, & REPORTING SEGMENT TO BE LARGEST MARKET DURING FORECAST PERIOD 77 TABLE 13 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 78 TABLE 14 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 78 TABLE 15 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 79 TABLE 16 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 79 6.2.4 WORKFORCE MANAGEMENT 79 TABLE 17 WORKFORCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 80 TABLE 18 WORKFORCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 80 6.2.5 ASSET MAINTENANCE MANAGEMENT 80 FIGURE 24 RELIABILITY-CENTRIC MAINTENANCE TO BE LARGEST SEGMENT OF ASSET MAINTENANCE MANAGEMENT MARKET DURING FORECAST PERIOD 81 TABLE 19 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 81 TABLE 20 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 82 TABLE 21 ASSET MAINTENANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 82 TABLE 22 ASSET MAINTENANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 82 6.2.5.1 Asset health monitoring 82 TABLE 23 ASSET HEALTH MONITORING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 83 TABLE 24 ASSET HEALTH MONITORING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 83 6.2.5.2 Asset performance management 83 TABLE 25 ASSET PERFORMANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 84 TABLE 26 ASSET PERFORMANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 84 6.2.5.3 Reliability-centric maintenance 85 TABLE 27 RELIABILITY-CENTRIC MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 85 TABLE 28 RELIABILITY-CENTRIC MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 85 6.2.6 PROCESS CONTROL, ANALYTICS, & REPORTING 86 TABLE 29 PROCESS CONTROL, ANALYTICS, & REPORTING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 86 TABLE 30 PROCESS CONTROL, ANALYTICS, & REPORTING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 86 6.2.7 FLEET MANAGEMENT 87 TABLE 31 FLEET MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 87 TABLE 32 FLEET MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 87 6.2.8 INDUSTRIAL SAFETY & SECURITY 88 TABLE 33 INDUSTRIAL SAFETY & SECURITY: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 88 TABLE 34 INDUSTRIAL SAFETY & SECURITY: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 88 6.2.9 MINE SITE MODELING & PLANNING 89 TABLE 35 MINE SITE MODELING & PLANNING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 89 TABLE 36 MINE SITE MODELING & PLANNING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 89 6.2.10 ENTERPRISE COLLABORATION 90 TABLE 37 ENTERPRISE COLLABORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 90 TABLE 38 ENTERPRISE COLLABORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 90 6.2.11 COMPLIANCE MANAGEMENT 91 TABLE 39 COMPLIANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 91 TABLE 40 COMPLIANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 91 6.3 SERVICES 92 6.3.1 PROFICIENT SERVICES FOR EFFICIENT IMPLEMENTATION AND MAINTENANCE OF MINING SOFTWARE SOLUTIONS TO BOOST SEGMENT 92 6.3.2 SERVICES: MINING SOFTWARE MARKET DRIVERS 92 6.3.3 SERVICES: RECESSION IMPACT 92 FIGURE 25 PROFESSIONAL SERVICES TO BE LARGER SEGMENT DURING FORECAST PERIOD 92 TABLE 41 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 93 TABLE 42 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 93 TABLE 43 SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 93 TABLE 44 SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 93 6.3.4 PROFESSIONAL SERVICES 94 FIGURE 26 TRAINING, SUPPORT, & MAINTENANCE TO BE LARGEST SEGMENT DURING FORECAST PERIOD 94 TABLE 45 SERVICES: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 94 TABLE 46 SERVICES: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 95 TABLE 47 PROFESSIONAL SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 95 TABLE 48 PROFESSIONAL SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 95 6.3.4.1 Advisory 96 TABLE 49 ADVISORY: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 96 TABLE 50 ADVISORY: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 96 6.3.4.2 Integration & deployment 97 TABLE 51 INTEGRATION & DEPLOYMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 97 TABLE 52 INTEGRATION & DEPLOYMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 97 6.3.4.3 Training, support, & maintenance 98 TABLE 53 TRAINING, SUPPORT, & MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 98 TABLE 54 TRAINING, SUPPORT, & MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 98 6.3.5 MANAGED SERVICES 99 TABLE 55 MANAGED SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 99 TABLE 56 MANAGED SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 99 7 MINING SOFTWARE MARKET, BY DEPLOYMENT TYPE 100 7.1 INTRODUCTION 101 FIGURE 27 CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 101 TABLE 57 MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 101 TABLE 58 MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 101 7.2 ON-PREMISES 102 7.2.1 MAXIMIZED CONTROL AND SECURITY TO DRIVE SEGMENT 102 7.2.2 ON-PREMISES: MINING SOFTWARE MARKET DRIVERS 102 7.2.3 ON-PREMISES: RECESSION IMPACT 102 TABLE 59 ON-PREMISES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 103 TABLE 60 ON-PREMISES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 103 7.3 CLOUD 103 7.3.1 ENHANCED EFFICIENCY AND SCALABILITY TO PROPEL SEGMENT 103 7.3.2 CLOUD: MINING SOFTWARE MARKET DRIVERS 103 7.3.3 CLOUD: RECESSION IMPACT 104 TABLE 61 CLOUD: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 104 TABLE 62 CLOUD: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 104 8 MINING SOFTWARE MARKET, BY MINING TYPE 105 8.1 INTRODUCTION 106 FIGURE 28 SURFACE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 106 TABLE 63 MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 106 TABLE 64 MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 106 8.2 SURFACE 107 8.2.1 INCREASED DEMAND FOR MINERALS AND METALS FROM VARIOUS INDUSTRIES TO DRIVE SEGMENT 107 8.2.2 SURFACE: MINING SOFTWARE MARKET DRIVERS 107 8.2.3 SURFACE: RECESSION IMPACT 107 FIGURE 29 OPEN-PIT MINING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 108 TABLE 65 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 108 TABLE 66 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 108 TABLE 67 SURFACE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 109 TABLE 68 SURFACE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 109 8.2.4 STRIP MINING 109 TABLE 69 STRIP MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 110 TABLE 70 STRIP MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 110 8.2.5 OPEN-PIT MINING 110 TABLE 71 OPEN-PIT MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 111 TABLE 72 OPEN-PIT MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 111 8.2.6 OTHER SURFACE MINING 112 TABLE 73 OTHER SURFACE MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 112 TABLE 74 OTHER SURFACE MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 112 8.3 UNDERGROUND 113 8.3.1 RISE IN DEMAND FOR RARE EARTH MINERALS TO PROPEL SEGMENT 113 FIGURE 30 ROOM & PILLAR MINING SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 113 8.3.2 UNDERGROUND: MINING SOFTWARE MARKET DRIVERS 113 8.3.3 UNDERGROUND: RECESSION IMPACT 113 TABLE 75 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 114 TABLE 76 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 114 TABLE 77 UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 114 TABLE 78 UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 115 8.3.4 ROOM AND PILLAR MINING 115 TABLE 79 ROOM AND PILLAR MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 80 ROOM AND PILLAR MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 116 8.3.5 OTHER UNDERGROUND MINING 116 TABLE 81 OTHER UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 82 OTHER UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 117 9 MINING SOFTWARE MARKET, BY APPLICATION 118 9.1 INTRODUCTION 119 FIGURE 31 PRODUCTION OPERATION TO BE LARGEST SEGMENT DURING FORECAST PERIOD 119 TABLE 83 MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 119 TABLE 84 MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 120 9.2 EXPLORATION 120 9.2.1 MAXIMIZED RESOURCE DISCOVERY AND REDUCED EXPLORATION COSTS TO BOOST SEGMENT 120 9.2.2 EXPLORATION: MINING SOFTWARE MARKET DRIVERS 120 9.2.3 EXPLORATION: RECESSION IMPACT 120 TABLE 85 EXPLORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 121 TABLE 86 EXPLORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 121 9.3 ASSESSMENT 121 9.3.1 OPTIMIZED MINERAL RESOURCE ESTIMATION TO DRIVE SEGMENT 121 9.3.2 ASSESSMENT: MINING SOFTWARE MARKET DRIVERS 122 9.3.3 ASSESSMENT: RECESSION IMPACT 122 TABLE 87 ASSESSMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 122 TABLE 88 ASSESSMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 122 9.4 DEVELOPMENT 123 9.4.1 STREAMLINED PLANNING AND DESIGNING WITH USE OF INNOVATIVE SOFTWARE SOLUTIONS TO PROPEL SEGMENT 123 9.4.2 DEVELOPMENT: MINING SOFTWARE MARKET DRIVERS 123 9.4.3 DEVELOPMENT: RECESSION IMPACT 123 TABLE 89 DEVELOPMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 124 TABLE 90 DEVELOPMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 124 9.5 PRODUCTION OPERATION 124 9.5.1 OPTIMIZED MINING OPERATIONS TO BOOST SEGMENT 124 9.5.2 PRODUCTION OPERATION: MINING SOFTWARE MARKET DRIVERS 125 9.5.3 PRODUCTION OPERATION: RECESSION IMPACT 125 TABLE 91 PRODUCTION OPERATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 92 PRODUCTION OPERATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 125 9.6 RECLAMATION 126 9.6.1 RESPONSIBLE MINE CLOSURE AND SITE REHABILITATION TO PROPEL SEGMENT 126 9.6.2 RECLAMATION: MINING SOFTWARE MARKET DRIVERS 126 9.6.3 RECLAMATION: RECESSION IMPACT 126 TABLE 93 RECLAMATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 94 RECLAMATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 127 10 MINING SOFTWARE MARKET, BY REGION 128 10.1 INTRODUCTION 129 FIGURE 32 ASIA PACIFIC TO BE LARGEST MARKET FOR MINING SOFTWARE DURING FORECAST PERIOD 129 FIGURE 33 ASIA PACIFIC TO REGISTER HIGHEST CAGR FROM 2023 TO 2028 129 TABLE 95 MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 130 TABLE 96 MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 130 10.2 NORTH AMERICA 130 10.2.1 NORTH AMERICA: PESTLE ANALYSIS 131 10.2.2 NORTH AMERICA: MARKET DRIVERS 132 10.2.3 NORTH AMERICA: RECESSION IMPACT 132 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 133 TABLE 97 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 133 TABLE 98 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 134 TABLE 99 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 134 TABLE 100 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 134 TABLE 101 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 135 TABLE 102 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 135 TABLE 103 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 135 TABLE 104 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 135 TABLE 105 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 136 TABLE 106 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 136 TABLE 107 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 136 TABLE 108 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 136 TABLE 109 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 137 TABLE 110 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 137 TABLE 111 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 137 TABLE 112 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 137 TABLE 113 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 138 TABLE 114 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 138 TABLE 115 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 138 TABLE 116 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 139 TABLE 117 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 139 TABLE 118 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 139 10.2.4 US 139 10.2.4.1 Increased operational efficiency through use of advanced technologies to drive market 139 TABLE 119 US: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 140 TABLE 120 US: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 140 TABLE 121 US: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 141 TABLE 122 US: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 141 TABLE 123 US: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 141 TABLE 124 US: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 141 TABLE 125 US: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 142 TABLE 126 US: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 142 10.2.5 CANADA 142 10.2.5.1 Extensive adoption of automation technologies to propel market 142 TABLE 127 CANADA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 143 TABLE 128 CANADA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 143 TABLE 129 CANADA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 143 TABLE 130 CANADA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 144 TABLE 131 CANADA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 144 TABLE 132 CANADA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 144 TABLE 133 CANADA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 144 TABLE 134 CANADA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 145 10.3 EUROPE 145 10.3.1 EUROPE: PESTLE ANALYSIS 145 10.3.2 EUROPE: MARKET DRIVERS 146 10.3.3 EUROPE: RECESSION IMPACT 147 TABLE 135 EUROPE: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 147 TABLE 136 EUROPE: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 147 TABLE 137 EUROPE: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 148 TABLE 138 EUROPE: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 148 TABLE 139 EUROPE: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 149 TABLE 140 EUROPE: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 149 TABLE 141 EUROPE: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 149 TABLE 142 EUROPE: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 149 TABLE 143 EUROPE: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 150 TABLE 144 EUROPE: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 150 TABLE 145 EUROPE: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 150 TABLE 146 EUROPE: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 150 TABLE 147 EUROPE: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 151 TABLE 148 EUROPE: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 151 TABLE 149 EUROPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 151 TABLE 150 EUROPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 151 TABLE 151 EUROPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 152 TABLE 152 EUROPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 152 TABLE 153 EUROPE: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 152 TABLE 154 EUROPE: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 153 TABLE 155 EUROPE: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 153 TABLE 156 EUROPE: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 153 10.3.4 RUSSIA 154 10.3.4.1 Improved mining efficiency and safety to boost market 154 TABLE 157 RUSSIA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 154 TABLE 158 RUSSIA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 154 TABLE 159 RUSSIA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 154 TABLE 160 RUSSIA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 155 TABLE 161 RUSSIA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 155 TABLE 162 RUSSIA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 155 TABLE 163 RUSSIA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 155 TABLE 164 RUSSIA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 156 10.3.5 UK 156 10.3.5.1 Focus on sustainable mining operations to propel market 156 10.3.6 REST OF EUROPE 156 10.4 ASIA PACIFIC 157 10.4.1 ASIA PACIFIC: PESTLE ANALYSIS 157 10.4.2 ASIA PACIFIC: MARKET DRIVERS 158 10.4.3 ASIA PACIFIC: RECESSION IMPACT 158 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 159 TABLE 165 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 159 TABLE 166 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 160 TABLE 167 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 160 TABLE 168 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 160 TABLE 169 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 161 TABLE 170 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 161 TABLE 171 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 161 TABLE 172 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 161 TABLE 173 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 162 TABLE 174 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 162 TABLE 175 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 162 TABLE 176 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 162 TABLE 177 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 163 TABLE 178 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 163 TABLE 179 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 163 TABLE 180 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 163 TABLE 181 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 164 TABLE 182 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 164 TABLE 183 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 164 TABLE 184 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 165 TABLE 185 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 165 TABLE 186 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 165 10.4.4 CHINA 166 10.4.4.1 Increased digitalization and introduction of innovative technologies to drive market 166 TABLE 187 CHINA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 166 TABLE 188 CHINA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 166 TABLE 189 CHINA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 166 TABLE 190 CHINA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 167 TABLE 191 CHINA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 167 TABLE 192 CHINA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 167 TABLE 193 CHINA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 167 TABLE 194 CHINA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 168 10.4.5 AUSTRALIA 168 10.4.5.1 Increased efficiency and sustainability to boost market 168 10.4.6 REST OF ASIA PACIFIC 168 10.5 MIDDLE EAST & AFRICA 169 10.5.1 MIDDLE EAST & AFRICA: PESTLE ANALYSIS 169 10.5.2 MIDDLE EAST & AFRICA: MARKET DRIVERS 170 10.5.3 MIDDLE EAST & AFRICA: RECESSION IMPACT 171 TABLE 195 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 171 TABLE 196 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 171 TABLE 197 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 172 TABLE 198 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 172 TABLE 199 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 173 TABLE 200 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 173 TABLE 201 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 173 TABLE 202 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 173 TABLE 203 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 174 TABLE 204 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 174 TABLE 205 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 174 TABLE 206 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 174 TABLE 207 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 175 TABLE 208 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 175 TABLE 209 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 175 TABLE 210 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 175 TABLE 211 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 176 TABLE 212 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 176 TABLE 213 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 176 TABLE 214 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 177 TABLE 215 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 177 TABLE 216 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 177 10.5.4 UAE 178 10.5.4.1 Rise in efficiency and safety to boost market 178 10.5.5 SOUTH AFRICA 178 10.5.5.1 Sustainable mining practices through use of innovative software solutions to boost market 178 10.5.6 REST OF MIDDLE EAST & AFRICA 178
SummaryThe mining software market size is projected to grow from USD 10.1 billion in 2023 to USD 14.9 billion by 2028, at a CAGR of 8.1% during the forecast period. The global mining software market is witnessing significant growth, driven by the increasing demand for automation and digitalization in mining operations. The mining industry is adopting advanced technologies like artificial intelligence, automation, and robotics to enhance operational efficiency, reduce operating costs, and increase productivity. Mining software solutions like geological modeling and mine planning, resource estimation, production planning and scheduling, fleet management, and asset maintenance are crucial for optimizing the mining process, reducing operating costs, and increasing productivity, thereby driving the growth of the mining software market. Table of Contents1 INTRODUCTION 281.1 STUDY OBJECTIVES 28 1.2 MARKET DEFINITION 28 1.2.1 INCLUSIONS AND EXCLUSIONS 29 1.3 STUDY SCOPE 30 1.3.1 MARKETS COVERED 30 FIGURE 1 MINING SOFTWARE MARKET SEGMENTATION 30 1.3.2 GEOGRAPHIC SCOPE 31 FIGURE 2 MINING SOFTWARE MARKET: GEOGRAPHIC SCOPE 31 1.3.3 YEARS CONSIDERED 31 1.4 CURRENCY CONSIDERED 32 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATES, 2019–2022 32 1.5 STAKEHOLDERS 32 2 RESEARCH METHODOLOGY 33 2.1 RESEARCH DATA 33 FIGURE 3 MINING SOFTWARE MARKET: RESEARCH DESIGN 33 2.1.1 SECONDARY DATA 34 2.1.1.1 Secondary sources 34 2.1.2 PRIMARY DATA 35 2.1.2.1 Primary interviews with experts 35 2.1.2.2 List of key primary interview participants 35 2.1.2.3 Breakdown of primary profiles 36 2.1.2.4 Primary sources 36 2.1.2.5 Key industry insights 37 2.2 MARKET SIZE ESTIMATION 37 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY SIDE) - REVENUE FROM SOLUTIONS/SERVICES 37 2.2.1 BOTTOM-UP APPROACH 38 FIGURE 5 BOTTOM-UP APPROACH 38 FIGURE 6 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES 38 2.2.2 TOP-DOWN APPROACH 39 FIGURE 7 TOP-DOWN APPROACH 39 2.2.3 MINING SOFTWARE MARKET ESTIMATION: DEMAND-SIDE ANALYSIS 40 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS 40 2.3 DATA TRIANGULATION 41 FIGURE 9 DATA TRIANGULATION 41 2.4 FACTOR ANALYSIS 42 TABLE 2 FACTOR ANALYSIS 42 2.5 ASSUMPTIONS 43 2.6 LIMITATIONS 43 2.7 MINING SOFTWARE MARKET: RECESSION IMPACT 44 3 EXECUTIVE SUMMARY 45 FIGURE 10 MINING SOFTWARE MARKET, 2021–2028 46 FIGURE 11 SHARES OF KEY MARKET SEGMENTS, 2023 46 FIGURE 12 ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028 48 4 PREMIUM INSIGHTS 49 4.1 ATTRACTIVE OPPORTUNITIES IN MINING SOFTWARE MARKET 49 FIGURE 13 INCREASED ADOPTION OF IOT IN MINING INDUSTRY TO PROPEL MARKET GROWTH DURING FORECAST PERIOD 49 4.2 MINING SOFTWARE MARKET IN NORTH AMERICA, BY COMPONENT AND COUNTRY 49 FIGURE 14 SOLUTIONS SEGMENT AND US TO LEAD MINING SOFTWARE MARKET IN 2023 49 4.3 MINING SOFTWARE MARKET IN ASIA PACIFIC, BY COMPONENT AND TOP 2 COUNTRIES 50 FIGURE 15 SOLUTIONS SEGMENT AND CHINA TO LEAD MINING SOFTWARE MARKET IN 2023 50 4.4 MINING SOFTWARE MARKET: MAJOR COUNTRIES 50 FIGURE 16 UAE TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 50 5 MARKET OVERVIEW 51 5.1 INTRODUCTION 51 5.2 MARKET DYNAMICS 51 FIGURE 17 MINING SOFTWARE MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51 5.2.1 DRIVERS 52 5.2.1.1 Rise in demand for advanced data analytics 52 5.2.1.2 Increased emphasis on environmental sustainability 52 5.2.1.3 Increased need for enhanced safety and security 52 5.2.1.4 Extensive adoption of automation and robotics 53 5.2.1.5 Increased need for improved efficiency and productivity 53 5.2.2 RESTRAINTS 54 5.2.2.1 Compatibility issues pertaining to integration with existing systems 54 5.2.2.2 Requirement of customized solutions to meet unique needs of different mining operations 54 5.2.3 OPPORTUNITIES 54 5.2.3.1 Rise in demand for automation and digitalization in emerging markets 54 5.2.3.2 Increased adoption of IoT in mining industry 55 5.2.3.3 Rise in demand for predictive maintenance solutions in mining operations 55 5.2.3.4 Increased focus on environmentally sustainable mining practices 56 5.2.3.5 Increased need for remote monitoring and control of mining operations 56 5.2.4 CHALLENGES 56 5.2.4.1 Limited penetration in emerging countries 56 5.2.4.2 Resistance to change and traditional mindsets 57 5.3 INDUSTRY TRENDS 58 5.3.1 VALUE CHAIN ANALYSIS 58 FIGURE 18 MINING SOFTWARE MARKET: VALUE CHAIN ANALYSIS 58 5.3.2 ECOSYSTEM ANALYSIS 60 TABLE 3 MINING SOFTWARE MARKET: ECOSYSTEM 60 5.3.3 REGULATORY LANDSCAPE 61 TABLE 4 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 61 TABLE 5 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 62 TABLE 6 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 62 TABLE 7 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 63 5.3.4 CASE STUDY ANALYSIS 63 5.3.4.1 Boliden chose Komatsu to introduce automated haulage at its copper mine in Sweden 63 5.3.4.2 Rio Tinto used FactoryTalk suite of Rockwell Automation to improve transparency in mining operations 64 5.3.4.3 Rio Tinto chose Caterpillar to create connected value chain at its Gudai-Darri mine 64 5.3.4.4 Maptek provided AI-based algorithms to boost efficiency of drilling and blasting operations of Newmont Corporation 64 5.3.4.5 Hexagon provided predictive analytics for fleet management to Anglo American 65 5.3.4.6 Surpac offered geostatistical modeling for mining operations to Barrick Gold 65 5.3.4.7 IBM offered real-time data analytics for maintenance of mining equipment to Barrick Gold 65 5.3.4.8 SAP provided real-time analytics for mining supply chain management to Rio Tinto 66 5.3.5 PATENT ANALYSIS 66 5.3.5.1 Methodology 66 5.3.5.2 Innovation and patent applications 66 FIGURE 19 NUMBER OF PATENTS GRANTED ANNUALLY, 2012–2022 67 5.3.5.2.1 Top applicants 67 FIGURE 20 TOP 10 PATENT APPLICANTS WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2012–2022 67 TABLE 8 TOP 20 PATENT OWNERS, 2012–2022 67 5.3.6 AVERAGE PRICING ANALYSIS 68 5.3.7 PORTER’S FIVE FORCES ANALYSIS 69 FIGURE 21 IMPACT OF PORTER’S FIVE FORCES MODEL ON MINING SOFTWARE MARKET 70 TABLE 9 MINING SOFTWARE MARKET: PORTER’S FIVE FORCES ANALYSIS 70 5.3.7.1 Threat of new entrants 70 5.3.7.2 Threat of substitutes 71 5.3.7.3 Bargaining power of suppliers 71 5.3.7.4 Bargaining power of buyers 71 5.3.7.5 Intensity of competitive rivalry 71 5.3.8 TECHNOLOGY ANALYSIS 71 5.3.8.1 Artificial Intelligence (AI) 71 5.3.8.2 Cloud computing 71 5.3.8.3 Digital twin 71 5.3.8.4 Internet of Things 72 5.3.8.5 Blockchain 72 5.3.8.6 Augmented reality 72 5.3.8.7 Robotics 72 5.3.8.8 Data analytics 72 5.3.8.9 Geospatial technology 72 5.3.8.10 Wearable technology 73 5.3.9 KEY CONFERENCES AND EVENTS, 2022–2023 73 TABLE 10 MINING SOFTWARE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2022–2023 73 6 MINING SOFTWARE MARKET, BY COMPONENT 75 6.1 INTRODUCTION 76 FIGURE 22 SOLUTIONS TO BE LARGER SEGMENT DURING FORECAST PERIOD 76 TABLE 11 MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 76 TABLE 12 MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 76 6.2 SOLUTIONS 77 6.2.1 IMPLEMENTATION OF ADVANCED MINING SOFTWARE SOLUTIONS FOR EFFICIENT OPERATIONS TO DRIVE SEGMENT 77 6.2.2 SOLUTIONS: MINING SOFTWARE MARKET DRIVERS 77 6.2.3 SOLUTIONS: RECESSION IMPACT 77 FIGURE 23 PROCESS CONTROL, ANALYTICS, & REPORTING SEGMENT TO BE LARGEST MARKET DURING FORECAST PERIOD 77 TABLE 13 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 78 TABLE 14 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 78 TABLE 15 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 79 TABLE 16 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 79 6.2.4 WORKFORCE MANAGEMENT 79 TABLE 17 WORKFORCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 80 TABLE 18 WORKFORCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 80 6.2.5 ASSET MAINTENANCE MANAGEMENT 80 FIGURE 24 RELIABILITY-CENTRIC MAINTENANCE TO BE LARGEST SEGMENT OF ASSET MAINTENANCE MANAGEMENT MARKET DURING FORECAST PERIOD 81 TABLE 19 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 81 TABLE 20 SOLUTIONS: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 82 TABLE 21 ASSET MAINTENANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 82 TABLE 22 ASSET MAINTENANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 82 6.2.5.1 Asset health monitoring 82 TABLE 23 ASSET HEALTH MONITORING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 83 TABLE 24 ASSET HEALTH MONITORING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 83 6.2.5.2 Asset performance management 83 TABLE 25 ASSET PERFORMANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 84 TABLE 26 ASSET PERFORMANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 84 6.2.5.3 Reliability-centric maintenance 85 TABLE 27 RELIABILITY-CENTRIC MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 85 TABLE 28 RELIABILITY-CENTRIC MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 85 6.2.6 PROCESS CONTROL, ANALYTICS, & REPORTING 86 TABLE 29 PROCESS CONTROL, ANALYTICS, & REPORTING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 86 TABLE 30 PROCESS CONTROL, ANALYTICS, & REPORTING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 86 6.2.7 FLEET MANAGEMENT 87 TABLE 31 FLEET MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 87 TABLE 32 FLEET MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 87 6.2.8 INDUSTRIAL SAFETY & SECURITY 88 TABLE 33 INDUSTRIAL SAFETY & SECURITY: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 88 TABLE 34 INDUSTRIAL SAFETY & SECURITY: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 88 6.2.9 MINE SITE MODELING & PLANNING 89 TABLE 35 MINE SITE MODELING & PLANNING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 89 TABLE 36 MINE SITE MODELING & PLANNING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 89 6.2.10 ENTERPRISE COLLABORATION 90 TABLE 37 ENTERPRISE COLLABORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 90 TABLE 38 ENTERPRISE COLLABORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 90 6.2.11 COMPLIANCE MANAGEMENT 91 TABLE 39 COMPLIANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 91 TABLE 40 COMPLIANCE MANAGEMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 91 6.3 SERVICES 92 6.3.1 PROFICIENT SERVICES FOR EFFICIENT IMPLEMENTATION AND MAINTENANCE OF MINING SOFTWARE SOLUTIONS TO BOOST SEGMENT 92 6.3.2 SERVICES: MINING SOFTWARE MARKET DRIVERS 92 6.3.3 SERVICES: RECESSION IMPACT 92 FIGURE 25 PROFESSIONAL SERVICES TO BE LARGER SEGMENT DURING FORECAST PERIOD 92 TABLE 41 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 93 TABLE 42 COMPONENT: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 93 TABLE 43 SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 93 TABLE 44 SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 93 6.3.4 PROFESSIONAL SERVICES 94 FIGURE 26 TRAINING, SUPPORT, & MAINTENANCE TO BE LARGEST SEGMENT DURING FORECAST PERIOD 94 TABLE 45 SERVICES: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 94 TABLE 46 SERVICES: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 95 TABLE 47 PROFESSIONAL SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 95 TABLE 48 PROFESSIONAL SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 95 6.3.4.1 Advisory 96 TABLE 49 ADVISORY: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 96 TABLE 50 ADVISORY: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 96 6.3.4.2 Integration & deployment 97 TABLE 51 INTEGRATION & DEPLOYMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 97 TABLE 52 INTEGRATION & DEPLOYMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 97 6.3.4.3 Training, support, & maintenance 98 TABLE 53 TRAINING, SUPPORT, & MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 98 TABLE 54 TRAINING, SUPPORT, & MAINTENANCE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 98 6.3.5 MANAGED SERVICES 99 TABLE 55 MANAGED SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 99 TABLE 56 MANAGED SERVICES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 99 7 MINING SOFTWARE MARKET, BY DEPLOYMENT TYPE 100 7.1 INTRODUCTION 101 FIGURE 27 CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 101 TABLE 57 MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 101 TABLE 58 MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 101 7.2 ON-PREMISES 102 7.2.1 MAXIMIZED CONTROL AND SECURITY TO DRIVE SEGMENT 102 7.2.2 ON-PREMISES: MINING SOFTWARE MARKET DRIVERS 102 7.2.3 ON-PREMISES: RECESSION IMPACT 102 TABLE 59 ON-PREMISES: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 103 TABLE 60 ON-PREMISES: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 103 7.3 CLOUD 103 7.3.1 ENHANCED EFFICIENCY AND SCALABILITY TO PROPEL SEGMENT 103 7.3.2 CLOUD: MINING SOFTWARE MARKET DRIVERS 103 7.3.3 CLOUD: RECESSION IMPACT 104 TABLE 61 CLOUD: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 104 TABLE 62 CLOUD: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 104 8 MINING SOFTWARE MARKET, BY MINING TYPE 105 8.1 INTRODUCTION 106 FIGURE 28 SURFACE SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 106 TABLE 63 MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 106 TABLE 64 MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 106 8.2 SURFACE 107 8.2.1 INCREASED DEMAND FOR MINERALS AND METALS FROM VARIOUS INDUSTRIES TO DRIVE SEGMENT 107 8.2.2 SURFACE: MINING SOFTWARE MARKET DRIVERS 107 8.2.3 SURFACE: RECESSION IMPACT 107 FIGURE 29 OPEN-PIT MINING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 108 TABLE 65 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 108 TABLE 66 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 108 TABLE 67 SURFACE: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 109 TABLE 68 SURFACE: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 109 8.2.4 STRIP MINING 109 TABLE 69 STRIP MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 110 TABLE 70 STRIP MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 110 8.2.5 OPEN-PIT MINING 110 TABLE 71 OPEN-PIT MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 111 TABLE 72 OPEN-PIT MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 111 8.2.6 OTHER SURFACE MINING 112 TABLE 73 OTHER SURFACE MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 112 TABLE 74 OTHER SURFACE MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 112 8.3 UNDERGROUND 113 8.3.1 RISE IN DEMAND FOR RARE EARTH MINERALS TO PROPEL SEGMENT 113 FIGURE 30 ROOM & PILLAR MINING SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 113 8.3.2 UNDERGROUND: MINING SOFTWARE MARKET DRIVERS 113 8.3.3 UNDERGROUND: RECESSION IMPACT 113 TABLE 75 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 114 TABLE 76 MINING TYPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 114 TABLE 77 UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 114 TABLE 78 UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 115 8.3.4 ROOM AND PILLAR MINING 115 TABLE 79 ROOM AND PILLAR MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 80 ROOM AND PILLAR MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 116 8.3.5 OTHER UNDERGROUND MINING 116 TABLE 81 OTHER UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 82 OTHER UNDERGROUND MINING: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 117 9 MINING SOFTWARE MARKET, BY APPLICATION 118 9.1 INTRODUCTION 119 FIGURE 31 PRODUCTION OPERATION TO BE LARGEST SEGMENT DURING FORECAST PERIOD 119 TABLE 83 MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 119 TABLE 84 MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 120 9.2 EXPLORATION 120 9.2.1 MAXIMIZED RESOURCE DISCOVERY AND REDUCED EXPLORATION COSTS TO BOOST SEGMENT 120 9.2.2 EXPLORATION: MINING SOFTWARE MARKET DRIVERS 120 9.2.3 EXPLORATION: RECESSION IMPACT 120 TABLE 85 EXPLORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 121 TABLE 86 EXPLORATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 121 9.3 ASSESSMENT 121 9.3.1 OPTIMIZED MINERAL RESOURCE ESTIMATION TO DRIVE SEGMENT 121 9.3.2 ASSESSMENT: MINING SOFTWARE MARKET DRIVERS 122 9.3.3 ASSESSMENT: RECESSION IMPACT 122 TABLE 87 ASSESSMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 122 TABLE 88 ASSESSMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 122 9.4 DEVELOPMENT 123 9.4.1 STREAMLINED PLANNING AND DESIGNING WITH USE OF INNOVATIVE SOFTWARE SOLUTIONS TO PROPEL SEGMENT 123 9.4.2 DEVELOPMENT: MINING SOFTWARE MARKET DRIVERS 123 9.4.3 DEVELOPMENT: RECESSION IMPACT 123 TABLE 89 DEVELOPMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 124 TABLE 90 DEVELOPMENT: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 124 9.5 PRODUCTION OPERATION 124 9.5.1 OPTIMIZED MINING OPERATIONS TO BOOST SEGMENT 124 9.5.2 PRODUCTION OPERATION: MINING SOFTWARE MARKET DRIVERS 125 9.5.3 PRODUCTION OPERATION: RECESSION IMPACT 125 TABLE 91 PRODUCTION OPERATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 125 TABLE 92 PRODUCTION OPERATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 125 9.6 RECLAMATION 126 9.6.1 RESPONSIBLE MINE CLOSURE AND SITE REHABILITATION TO PROPEL SEGMENT 126 9.6.2 RECLAMATION: MINING SOFTWARE MARKET DRIVERS 126 9.6.3 RECLAMATION: RECESSION IMPACT 126 TABLE 93 RECLAMATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 94 RECLAMATION: MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 127 10 MINING SOFTWARE MARKET, BY REGION 128 10.1 INTRODUCTION 129 FIGURE 32 ASIA PACIFIC TO BE LARGEST MARKET FOR MINING SOFTWARE DURING FORECAST PERIOD 129 FIGURE 33 ASIA PACIFIC TO REGISTER HIGHEST CAGR FROM 2023 TO 2028 129 TABLE 95 MINING SOFTWARE MARKET SIZE, BY REGION, 2018–2022 (USD MILLION) 130 TABLE 96 MINING SOFTWARE MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 130 10.2 NORTH AMERICA 130 10.2.1 NORTH AMERICA: PESTLE ANALYSIS 131 10.2.2 NORTH AMERICA: MARKET DRIVERS 132 10.2.3 NORTH AMERICA: RECESSION IMPACT 132 FIGURE 34 NORTH AMERICA: MARKET SNAPSHOT 133 TABLE 97 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 133 TABLE 98 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 134 TABLE 99 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 134 TABLE 100 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 134 TABLE 101 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 135 TABLE 102 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 135 TABLE 103 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 135 TABLE 104 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 135 TABLE 105 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 136 TABLE 106 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 136 TABLE 107 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 136 TABLE 108 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 136 TABLE 109 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 137 TABLE 110 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 137 TABLE 111 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 137 TABLE 112 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 137 TABLE 113 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 138 TABLE 114 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 138 TABLE 115 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 138 TABLE 116 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 139 TABLE 117 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 139 TABLE 118 NORTH AMERICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 139 10.2.4 US 139 10.2.4.1 Increased operational efficiency through use of advanced technologies to drive market 139 TABLE 119 US: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 140 TABLE 120 US: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 140 TABLE 121 US: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 141 TABLE 122 US: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 141 TABLE 123 US: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 141 TABLE 124 US: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 141 TABLE 125 US: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 142 TABLE 126 US: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 142 10.2.5 CANADA 142 10.2.5.1 Extensive adoption of automation technologies to propel market 142 TABLE 127 CANADA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 143 TABLE 128 CANADA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 143 TABLE 129 CANADA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 143 TABLE 130 CANADA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 144 TABLE 131 CANADA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 144 TABLE 132 CANADA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 144 TABLE 133 CANADA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 144 TABLE 134 CANADA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 145 10.3 EUROPE 145 10.3.1 EUROPE: PESTLE ANALYSIS 145 10.3.2 EUROPE: MARKET DRIVERS 146 10.3.3 EUROPE: RECESSION IMPACT 147 TABLE 135 EUROPE: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 147 TABLE 136 EUROPE: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 147 TABLE 137 EUROPE: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 148 TABLE 138 EUROPE: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 148 TABLE 139 EUROPE: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 149 TABLE 140 EUROPE: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 149 TABLE 141 EUROPE: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 149 TABLE 142 EUROPE: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 149 TABLE 143 EUROPE: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 150 TABLE 144 EUROPE: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 150 TABLE 145 EUROPE: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 150 TABLE 146 EUROPE: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 150 TABLE 147 EUROPE: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 151 TABLE 148 EUROPE: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 151 TABLE 149 EUROPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 151 TABLE 150 EUROPE: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 151 TABLE 151 EUROPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 152 TABLE 152 EUROPE: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 152 TABLE 153 EUROPE: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 152 TABLE 154 EUROPE: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 153 TABLE 155 EUROPE: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 153 TABLE 156 EUROPE: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 153 10.3.4 RUSSIA 154 10.3.4.1 Improved mining efficiency and safety to boost market 154 TABLE 157 RUSSIA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 154 TABLE 158 RUSSIA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 154 TABLE 159 RUSSIA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 154 TABLE 160 RUSSIA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 155 TABLE 161 RUSSIA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 155 TABLE 162 RUSSIA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 155 TABLE 163 RUSSIA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 155 TABLE 164 RUSSIA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 156 10.3.5 UK 156 10.3.5.1 Focus on sustainable mining operations to propel market 156 10.3.6 REST OF EUROPE 156 10.4 ASIA PACIFIC 157 10.4.1 ASIA PACIFIC: PESTLE ANALYSIS 157 10.4.2 ASIA PACIFIC: MARKET DRIVERS 158 10.4.3 ASIA PACIFIC: RECESSION IMPACT 158 FIGURE 35 ASIA PACIFIC: MARKET SNAPSHOT 159 TABLE 165 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 159 TABLE 166 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 160 TABLE 167 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 160 TABLE 168 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 160 TABLE 169 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 161 TABLE 170 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 161 TABLE 171 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 161 TABLE 172 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 161 TABLE 173 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 162 TABLE 174 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 162 TABLE 175 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 162 TABLE 176 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 162 TABLE 177 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 163 TABLE 178 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 163 TABLE 179 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 163 TABLE 180 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 163 TABLE 181 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 164 TABLE 182 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 164 TABLE 183 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 164 TABLE 184 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 165 TABLE 185 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 165 TABLE 186 ASIA PACIFIC: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 165 10.4.4 CHINA 166 10.4.4.1 Increased digitalization and introduction of innovative technologies to drive market 166 TABLE 187 CHINA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 166 TABLE 188 CHINA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 166 TABLE 189 CHINA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 166 TABLE 190 CHINA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 167 TABLE 191 CHINA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 167 TABLE 192 CHINA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 167 TABLE 193 CHINA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 167 TABLE 194 CHINA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 168 10.4.5 AUSTRALIA 168 10.4.5.1 Increased efficiency and sustainability to boost market 168 10.4.6 REST OF ASIA PACIFIC 168 10.5 MIDDLE EAST & AFRICA 169 10.5.1 MIDDLE EAST & AFRICA: PESTLE ANALYSIS 169 10.5.2 MIDDLE EAST & AFRICA: MARKET DRIVERS 170 10.5.3 MIDDLE EAST & AFRICA: RECESSION IMPACT 171 TABLE 195 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2018–2022 (USD MILLION) 171 TABLE 196 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COMPONENT, 2023–2028 (USD MILLION) 171 TABLE 197 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2018–2022 (USD MILLION) 172 TABLE 198 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SOLUTIONS, 2023–2028 (USD MILLION) 172 TABLE 199 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2018–2022 (USD MILLION) 173 TABLE 200 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY ASSET MAINTENANCE MANAGEMENT, 2023–2028 (USD MILLION) 173 TABLE 201 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2018–2022 (USD MILLION) 173 TABLE 202 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SERVICES, 2023–2028 (USD MILLION) 173 TABLE 203 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2018–2022 (USD MILLION) 174 TABLE 204 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 174 TABLE 205 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2018–2022 (USD MILLION) 174 TABLE 206 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY DEPLOYMENT TYPE, 2023–2028 (USD MILLION) 174 TABLE 207 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2018–2022 (USD MILLION) 175 TABLE 208 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY MINING TYPE, 2023–2028 (USD MILLION) 175 TABLE 209 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2018–2022 (USD MILLION) 175 TABLE 210 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY SURFACE MINING, 2023–2028 (USD MILLION) 175 TABLE 211 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2018–2022 (USD MILLION) 176 TABLE 212 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY UNDERGROUND MINING, 2023–2028 (USD MILLION) 176 TABLE 213 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION) 176 TABLE 214 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION) 177 TABLE 215 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION) 177 TABLE 216 MIDDLE EAST & AFRICA: MINING SOFTWARE MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION) 177 10.5.4 UAE 178 10.5.4.1 Rise in efficiency and safety to boost market 178 10.5.5 SOUTH AFRICA 178 10.5.5.1 Sustainable mining practices through use of innovative software solutions to boost market 178 10.5.6 REST OF MIDDLE EAST & AFRICA 178
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