세계의 프로세스 마이닝 시장 : 제공 제품별, 마이닝 알고리즘별, 데이터 소스별, 산업별, 지역별 예측(-2028년)

Process Mining Market by Offering (Software (Process Discovery Tools, Conformance Checking Tools), Services), Mining Algorithm (Deep Learning, Sequence Analysis), Data Source (ERP Systems, CRM Systems), Vertical and Region - Global Forecast to 2028

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한글목차

프로세스 마이닝(Process Mining) 시장 규모는 2023년 18억 달러에서 2028년 121억 달러로 성장할 것으로 예상되며, 예측 기간 동안 CAGR은 45.6%가 될 것으로 예측됩니다.

프로세스 마이닝 시장의 성장은 주로 업무 워크플로우 내 복잡성의 심각화, 디지털 발전의 급격한 통합, 프로세스 투명성 및 거버넌스 강화에 대한 수요 증가로 이어집니다.

보고 범위
대상 기간	2018-2028년
기준 연도	2022년
예측 기간	2023-2028년
단위	달러(10억)
부문	제공 제품별, 마이닝 알고리즘별, 데이터 소스별, 산업별, 지역별
대상 지역	북미, 유럽, 아시아 태평양, 중동 및 아프리카, 남미

서비스 시장은 주로 프로세스 마이닝 시장에서 전문적인 전문 지식과 맞춤형 솔루션에 대한 요구에 따라 강력한 성장 태세를 갖추고 있습니다. 기업이 점점 복잡해지는 프로세스를 탐색하고 비즈니스 데이터에서 최대한의 가치를 얻으려고 노력하는 동안 맞춤형 구현, 교육 및 지속적인 지원을 제공하는 숙련된 서비스 제공 업체의 필요성이 필수적입니다. 이러한 서비스 중심의 서비스에 대한 수요 급증은 숙련된 지도가 프로세스 마이닝 툴의 효율성을 높이고, 최적의 이용을 보장하고, 예측 기간을 통해 지속적인 가치를 제공한다는 인식에서 발생합니다.

전사적 자원 계획(ERP) 시스템 부문은 프로세스 마이닝 시장을 독점하도록 설정되어 있습니다. 1차 정보로서 ERP 시스템은 다양한 비즈니스 프로세스를 통합하는 종합적인 플랫폼 역할을 하며 프로세스 마이닝의 주요 데이터 소스가 됩니다. 다양한 산업에서 ERP 시스템이 널리 채택되어 중요한 비즈니스 데이터의 중심 허브로 자리매김하고 있습니다. 또한 프로세스 마이닝을 ERP 시스템과 통합하여 얻은 전략적 가치를 인식하고 있는 것도 시장의 중요성을 높이고 있습니다. 기업은 점점 더 프로세스 마이닝을 활용하고 ERP 주도 워크플로우에 대한 실용적인 통찰력을 얻어 프로세스 최적화, 병목 확인, 전반적인 업무 효율성 향상을 실현하고 있습니다.

북미는 최첨단 기술과 디지털 전환에 대한 노력을 적극적으로 받아들여 프로세스 마이닝 시장에서 가장 높은 성장률을 달성하고 있습니다. 역동적인 비즈니스 환경과 혁신에 대한 강한 관심으로 북미 기업들은 복잡한 비즈니스 프로세스를 최적화하기 위해 프로세스 마이닝 솔루션에 적극적으로 투자하고 있습니다. 유럽은 프로세스 마이닝 시장의 지역 부문을 지배하는 태세를 갖추고 있습니다. 이 지역은 첨단 기술의 도입과 구현의 최전선에 있으며, 견고한 디지털 인프라에 연결되어 있습니다. 유럽에서는 특히 데이터 프라이버시와 컴플라이언스에 대한 엄격한 규제 프레임워크이 프로세스 마이닝 툴의 채택에 박차를 가하고 있습니다.

세계의 프로세스 마이닝(Process Mining) 시장에 대해 조사했으며, 제공 제품별, 마이닝 알고리즘별, 데이터 소스별, 산업별 동향 등을 정리했습니다.

목차

제1장 서론

제2장 조사 방법

제3장 주요 요약

제4장 중요 고찰

제5장 시장 개요 및 산업 동향

• 소개
• 시장 역학
• 프로세스 마이닝의 진화
• 밸류체인 분석
• 생태계 분석
• 프로세스 마이닝 아키텍처
• 프로세스 마이닝 시장의 모범 사례
• 사례 연구 분석
• 기술 분석
• 관세 및 규제 상황
• 특허 분석
• 가격 분석
• 무역 분석
• 주요 회의 및 이벤트
• Porter's Five Forces 분석
• 프로세스 마이닝 기술의 로드맵
• 프로세스 마이닝 시장 : 비즈니스 모델
• 동향/혼란
• 주요 이해관계자와 구매 기준

제6장 프로세스 마이닝 시장, 데이터 소스별

• 소개
• 기업 자원 계획(ERP) 시스템
• 고객관계관리(CRM) 시스템
• IoT 디바이스와 센서
• 커스텀 용도과 데이터베이스
• 워크플로우와 BPM 시스템
• 문서 관리 시스템
• 공급망과 물류 데이터
• 금융시스템 데이터
• 기타

제7장 프로세스 마이닝 시장, 마이닝 알고리즘별

• 소개
• 발견 알고리즘
• 적합성 체크 알고리즘
• 확장 및 확장 알고리즘
• 클러스터링 및 분류 알고리즘
• 배열 분석 알고리즘
• 심층 학습 알고리즘
• 시간적 프로세스 마이닝 알고리즘
• 기타

제8장 프로세스 마이닝 시장, 제공 제품별

• 소개
• 소프트웨어
• 서비스

제9장 프로세스 마이닝 시장, 산업별

• 소개
• BFSI
• 제조업
• IT, ITES
• 헬스케어, 생명과학
• 소매, 전자상거래
• 에너지, 공공사업
• 운송 및 물류

LYJ

영문 목차

영문목차

The process mining market is projected to grow from USD 1.8 billion in 2023 to USD 12.1 billion by 2028, at a compound annual growth rate (CAGR) of 45.6% during the forecast period. The growth of the process mining market is primarily driven by escalating intricacies within operational workflows, surging integration of digital advancements and increasing demand for enhanced process transparency and governance.

Scope of the Report
Years Considered for the Study	2018-2028
Base Year	2022
Forecast Period	2023-2028
Units Considered	USD (Billion)
Segments	By Offering, Mining Algorithms, Data Source, Vertical, and Region
Regions covered	North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

"By offering, services segment is expected to register the fastest market growth rate during the forecast period"

The services market is poised for robust growth, primarily fueled by the need for specialized expertise and tailored solutions within the process mining market. As businesses navigate increasingly intricate processes and seek to extract maximum value from their operational data, the need for adept service providers offering customized implementations, training, and ongoing support becomes imperative. This surge in demand for service-centric offerings stems from the recognition that proficient guidance enhances the efficacy of process mining tools, ensuring optimal utilization and delivering sustained value throughout the forecast period.

"By data source, enterprise resource planning (ERP) systems segment is expected to account for the largest market share during the forecast period"

Enterprise resource planning (ERP) systems segment is set to dominate the process mining market. Primarily, ERP systems serve as comprehensive platforms that consolidate diverse business processes, making them a primary data source for process mining. The widespread adoption of ERP systems across various industries positions them as a central hub for critical operational data. Moreover, the increasing recognition of the strategic value derived from integrating process mining with ERP systems enhances their significance in the market. Businesses are increasingly leveraging process mining to gain actionable insights into their ERP-driven workflows, enabling them to optimize processes, identify bottlenecks, and enhance overall operational efficiency.

"By Region, North America is slated to grow at the fastest rate and Europe to have the largest market share during the forecast period"

North America to attain the highest growth rate in the process mining market due to the region's robust embrace of cutting-edge technologies and digital transformation initiatives. With a dynamic business landscape and a strong focus on innovation, North American enterprises are keenly investing in process mining solutions to optimize their intricate business processes. Europe is poised to dominate the regional segment of the process mining market. The region has been at the forefront of embracing and implementing advanced technologies, leading to a robust digital infrastructure. Stringent regulatory frameworks in Europe, particularly regarding data privacy and compliance, have fueled the adoption of process mining tools.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), vice presidents, innovation and technology directors, system integrators, and executives from various key organizations operating in the Process mining market.

• By Company: Tier I-25%, Tier II-55%, and Tier III-20%
• By Designation: C-Level Executives-35%, D-Level Executives-45%, and Managers-20%
• By Region: North America- 35%, Europe - 30%, Asia Pacific- 20% and Middle East Africa- 9%, Latin america-6%

The report includes the study of key players offering process mining software and services. The major players in the process mining market include IBM (US), ABBYY (US), Celonis (US), UiPath (US), Software AG (Germany), SAP Signavio (Germany), QPR Software (Finland), Microsoft (US), Appian (US), Pegasystems (US), Mehrwerk (Germany), Kofax (US), Soroco (US), iGrafx (US), Nintex (US), Automation Anywhere (US), Hyland Software (US), Fluxicon (Netherlands), Datapolis (Poland), Apromore (Australia), BusinessOptix (US), StereoLOGIC (Canada), Worksoft (US), Inverbis Analytics (Spain), Skan.ai (US), Mindzie (US), Cyclone Robotics (China), Upflux (Brazil), Puzzledata Inc. (South Korea), Kyp.ai (Germany), Workfellow (Finland).

Research coverage

This research report categorizes the process mining market by Offering (Software and Services), by Mining Algorithms (Discovery Algorithms, Conformance Checking Algorithms, Enhancement & Extension Algorithms, Clustering & Classification Algorithms, Sequence Analysis Algorithms, Deep Learning Algorithms, Temporal Process Mining Algorithms and Others), by Data Source (Enterprise Resource Planning (ERP) Systems, Customer Relationship Management (CRM) Systems, IoT Devices & Sensors, Custom Applications & Databases, Workflow & BPM Systems, Document Management Systems, Supply Chain & Logistics Data, Financial Systems Data and Other Data Sources), by Vertical (BFSI, Manufacturing, IT & ITeS, Healthcare & Life Sciences, Retail & eCommerce, Energy & Utilities, Transportation & Logistics, Government & Defense, Education and Other Veticals), and by region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the process mining market. A detailed analysis of the key industry players has been done to provide insights into their business overview, solutions, and services; key strategies; contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments associated with the process mining market. Competitive analysis of upcoming startups in the process mining market ecosystem is covered in this report.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall process mining market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

• Analysis of key drivers (increasing complexity of business processes, rising adoption of digital transformation, growing need for process visibility and control), restraints (lack of awareness and understanding, data security and privacy concersns, data quality and availability issues), opportunities (AI and ML integration, rising demand for cloud based solutions, increasing focus on sustainability), and challenges (integration with other technologies, need for improving the usability of process mining tools, interpreting complex insights).
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the process mining market
• Market Development: Comprehensive information about lucrative markets - the report analyses the process mining market across varied regions
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the process mining market
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like include IBM (US), ABBYY (US), Celonis (US), UiPath (US), Software AG (Germany), SAP Signavio (Germany), QPR Software (Finland), Microsoft (US), Appian (US) and Pegasystems (US), among others in the process mining market strategies. The report also helps stakeholders understand the pulse of the process mining market and provides them information on key market drivers, restraints, challenges, and opportunities.

TABLE OF CONTENTS

1 INTRODUCTION

• 1.1 STUDY OBJECTIVES
• 1.2 MARKET DEFINITION
• 1.3 STUDY SCOPE
  • 1.3.1 MARKET SEGMENTATION
  • TABLE 1 PROCESS MINING MARKET: DETAILED SEGMENTATION
  • 1.3.2 INCLUSIONS & EXCLUSIONS
  • 1.3.3 REGIONS COVERED
• 1.4 YEARS CONSIDERED
• 1.5 CURRENCY CONSIDERED
  • TABLE 2 USD EXCHANGE RATES, 2018-2022
• 1.6 STAKEHOLDERS
• 1.7 IMPACT OF RECESSION

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • FIGURE 1 RESEARCH DESIGN
  • 2.1.1 SECONDARY DATA
  • 2.1.2 PRIMARY DATA
  • TABLE 3 PRIMARY INTERVIEWS
    • 2.1.2.1 Breakup of primary profiles
    • 2.1.2.2 Key industry insights
• 2.2 MARKET BREAKUP AND DATA TRIANGULATION
  • FIGURE 2 DATA TRIANGULATION
• 2.3 MARKET SIZE ESTIMATION
  • FIGURE 3 PROCESS MINING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • 2.3.1 TOP-DOWN APPROACH
  • 2.3.2 BOTTOM-UP APPROACH
  • FIGURE 4 APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF PROCESS MINING VENDORS
  • FIGURE 5 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE AND SERVICES OF PROCESS MINING VENDORS
  • FIGURE 6 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE AND SERVICES OF PROCESS MINING VENDORS
  • FIGURE 7 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF PROCESS MINING IN OVERALL INFORMATION TECHNOLOGY SPENDING
• 2.4 MARKET FORECAST
  • TABLE 4 FACTOR ANALYSIS
• 2.5 RESEARCH ASSUMPTIONS
• 2.6 LIMITATIONS AND RISK ASSESSMENT
• 2.7 IMPACT OF RECESSION ON PROCESS MINING MARKET
  • TABLE 5 IMPACT OF RECESSION ON GLOBAL PROCESS MINING MARKET

3 EXECUTIVE SUMMARY

• TABLE 6 GLOBAL PROCESS MINING MARKET SIZE AND GROWTH RATE, 2018-2022 (USD MILLION, Y-O-Y %)
• TABLE 7 GLOBAL PROCESS MINING MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y %)
• FIGURE 8 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
• FIGURE 9 INTEGRATION & COLLABORATION TOOLS SEGMENT TO LEAD MARKET DURING FORECAST PERIOD
• FIGURE 10 PROFESSIONAL SERVICES TO DOMINATE MARKET IN 2023
• FIGURE 11 TRAINING & CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023
• FIGURE 12 DISCOVERY ALGORITHMS SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
• FIGURE 13 ERP SYSTEMS SEGMENT TO LEAD MARKET IN 2023
• FIGURE 14 MANUFACTURING SEGMENT TO WITNESS HIGHEST GROWTH DURING FORECAST PERIOD
• FIGURE 15 EUROPE TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD

4 PREMIUM INSIGHTS

• 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN PROCESS MINING MARKET
  • FIGURE 16 INCREASING NEED TO AUGMENT CONTINUOUS PROCESS IMPROVEMENT AND AGILITY TO DRIVE MARKET
• 4.2 PROCESS MINING MARKET: KEY MINING ALGORITHMS
  • FIGURE 17 DEEP LEARNING ALGORITHMS SEGMENT TO RECORD HIGHEST GROWTH DURING FORECAST PERIOD
• 4.3 EUROPE: PROCESS MINING MARKET, BY OFFERING AND KEY VERTICAL
  • FIGURE 18 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023
• 4.4 PROCESS MINING MARKET: REGIONAL ANALYSIS
  • FIGURE 19 EUROPE TO ACCOUNT FOR LARGEST SHARE IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

• 5.1 INTRODUCTION
• 5.2 MARKET DYNAMICS
  • FIGURE 20 PROCESS MINING MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • 5.2.1 DRIVERS
    • 5.2.1.1 Increasing complexity of business processes
    • 5.2.1.2 Rising digital transformation
    • 5.2.1.3 Growing need for process visibility and control
  • 5.2.2 RESTRAINTS
    • 5.2.2.1 Lack of awareness and understanding among potential users
    • 5.2.2.2 Data security and privacy concerns
    • 5.2.2.3 Data quality and availability issues
  • 5.2.3 OPPORTUNITIES
    • 5.2.3.1 Artificial intelligence and machine learning integration
    • 5.2.3.2 Rising demand for cloud-based solutions
    • 5.2.3.3 Increasing focus on sustainability
  • 5.2.4 CHALLENGES
    • 5.2.4.1 Use of legacy systems and integration with other technologies
    • 5.2.4.2 Data complexity
    • 5.2.4.3 Diverse data sources and intricate process interdependencies
• 5.3 EVOLUTION OF PROCESS MINING
  • FIGURE 21 EVOLUTION OF PROCESS MINING
• 5.4 VALUE CHAIN ANALYSIS
  • FIGURE 22 VALUE CHAIN ANALYSIS
  • TABLE 8 ROLE OF PLAYERS IN VALUE CHAIN
• 5.5 ECOSYSTEM ANALYSIS
  • TABLE 9 ROLE OF PLAYERS IN MARKET ECOSYSTEM
  • FIGURE 23 ECOSYSTEM MAP
  • 5.5.1 PROCESS MINING MARKET: SOFTWARE PROVIDERS
  • 5.5.2 PROCESS MINING MARKET: SERVICE PROVIDERS
  • 5.5.3 PROCESS MINING MARKET: DATA PROVIDERS
  • 5.5.4 PROCESS MINING MARKET: SYSTEM INTEGRATORS
  • 5.5.5 PROCESS MINING MARKET: END USERS
  • 5.5.6 PROCESS MINING MARKET: REGULATORY BODIES
• 5.6 PROCESS MINING ARCHITECTURE
  • FIGURE 24 PROCESS MINING ARCHITECTURE
  • 5.6.1 INFORMATION SYSTEMS
  • 5.6.2 EVENT LOG DATA PRE-PROCESSING
  • 5.6.3 PROCESS MAP CREATION
  • 5.6.4 INSIGHT GENERATION
• 5.7 BEST PRACTICES IN PROCESS MINING MARKET
  • TABLE 10 BEST PRACTICES IN PROCESS MINING MARKET
• 5.8 CASE STUDY ANALYSIS
  • 5.8.1 HEALTHCARE & LIFE SCIENCES
    • 5.8.1.1 Johnson & Johnson adopted Celonis' process mining and value chain technologies to deliver practical, day-to-day solutions
  • 5.8.2 ENERGY & UTILITIES
    • 5.8.2.1 eRegio implemented Signavio's Business Transformation Suite to identify process bottlenecks and inefficiencies
  • 5.8.3 GOVERNMENT & DEFENSE
    • 5.8.3.1 US State Government leveraged IBM's process mining solutions to streamline procurement processes
  • 5.8.4 MANUFACTURING
    • 5.8.4.1 Hitachi partnered with Automation Anywhere to streamline business processes and enhance employee efficiency
  • 5.8.5 BFSI
    • 5.8.5.1 Isbank deployed UiPath Process Mining to discover pockets of value within its processes and provide impactful recommendations to businesses
  • 5.8.6 EDUCATION
    • 5.8.6.1 Munich University of Applied Sciences implemented iGrafx's solutions to optimize process landscape
• 5.9 TECHNOLOGY ANALYSIS
  • 5.9.1 KEY TECHNOLOGIES
    • 5.9.1.1 Artificial Intelligence (AI) and Machine Learning (ML)
    • 5.9.1.2 Robotic Process Automation (RPA)
    • 5.9.1.3 Cloud Computing
    • 5.9.1.4 IoT
    • 5.9.1.5 Big Data Analytics
  • 5.9.2 ADJACENT TECHNOLOGIES
    • 5.9.2.1 Natural Language Processing (NLP)
    • 5.9.2.2 Decision Support System (DSS)
    • 5.9.2.3 Data Streaming and Real-time Analytics
  • 5.9.3 COMPLIMENTARY TECHNOLOGIES
    • 5.9.3.1 Data Warehousing
    • 5.9.3.2 Data Governance
    • 5.9.3.3 Encryption and Cybersecurity
    • 5.9.3.4 APIs
• 5.10 TARIFF AND REGULATORY LANDSCAPE
  • 5.10.1 PROCESS MINING SOFTWARE TARIFF
  • TABLE 11 PROCESS MINING SOFTWARE TARIFF, BY COUNTRY, 2022
  • 5.10.2 REGULATORY LANDSCAPE
    • 5.10.2.1 Regulatory bodies, government agencies, and other organizations
  • TABLE 12 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 14 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 15 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 16 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.10.2.2 North America
      • 5.10.2.2.1 Data Privacy Compliance (DPC) Act
      • 5.10.2.2.2 California Consumer Privacy Act (CCPA)
      • 5.10.2.2.3 Personal Information Protection and Electronic Documents Act (PIPEDA)
    • 5.10.2.3 Europe
      • 5.10.2.3.1 General Data Protection Regulation (GDPR)
      • 5.10.2.3.2 Commission nationale de l'informatique et des libertes (France)
      • 5.10.2.3.3 Autoriteit Persoonsgegevens (Netherlands)
      • 5.10.2.3.4 Data Protection Act (Germany)
    • 5.10.2.4 Asia Pacific
      • 5.10.2.4.1 Personal Data Protection Act (PDPA)
      • 5.10.2.4.2 Personal Information Protection Act (PIPA)
      • 5.10.2.4.3 Personal Data Protection Bill (PDPB)
    • 5.10.2.5 Middle East & Africa
      • 5.10.2.5.1 Protection of Personal Information Act (POPIA)
      • 5.10.2.5.2 Data Protection Law (DPL)
      • 5.10.2.5.3 DIFC Data Protection Law - Dubai International Financial Centre
    • 5.10.2.6 Latin America
      • 5.10.2.6.1 Lei Geral de Protecao de Dados (LGPD)
      • 5.10.2.6.2 Ley Federal de Proteccion de Datos Personales en Posesion de los Particulares (LFPDPPP)
      • 5.10.2.6.3 Ley de Proteccion de Datos Personales (LPDP)
• 5.11 PATENT ANALYSIS
  • 5.11.1 METHODOLOGY
  • 5.11.2 PATENTS FILED, BY DOCUMENT TYPE, 2013-2023
  • TABLE 17 PATENTS FILED, 2013-2023
  • 5.11.3 INNOVATION AND PATENT APPLICATIONS
  • FIGURE 25 TOTAL NUMBER OF PATENTS GRANTED, 2013-2023
    • 5.11.3.1 Top applicants
  • FIGURE 26 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013-2023
  • FIGURE 27 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013-2023
  • TABLE 18 TOP 20 PATENT OWNERS IN PROCESS MINING MARKET, 2013-2023
  • TABLE 19 LIST OF TOP PATENTS IN PROCESS MINING MARKET, 2023
• 5.12 PRICING ANALYSIS
  • 5.12.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SOFTWARE TYPE
  • FIGURE 28 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SOFTWARE TYPE
  • TABLE 20 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SOFTWARE TYPE
  • 5.12.2 INDICATIVE PRICING ANALYSIS, BY PROCESS MINING VENDOR
  • TABLE 21 INDICATIVE PRICING ANALYSIS, BY PROCESS MINING VENDOR
• 5.13 TRADE ANALYSIS
  • 5.13.1 IMPORT SCENARIO OF COMPUTER SOFTWARE
  • FIGURE 29 COMPUTER SOFTWARE IMPORTS, BY KEY COUNTRY, 2015-2022 (USD BILLION)
  • 5.13.2 EXPORT SCENARIO OF COMPUTER SOFTWARE
  • FIGURE 30 COMPUTER SOFTWARE EXPORTS, BY KEY COUNTRY, 2015-2022 (USD BILLION)
• 5.14 KEY CONFERENCES & EVENTS
  • TABLE 22 KEY CONFERENCES & EVENTS, 2023-2023
• 5.15 PORTER'S FIVE FORCES ANALYSIS
  • FIGURE 31 PORTER'S FIVE FORCES ANALYSIS
  • 5.15.1 THREAT OF NEW ENTRANTS
  • 5.15.2 THREAT OF SUBSTITUTES
  • 5.15.3 BARGAINING POWER OF SUPPLIERS
  • 5.15.4 BARGAINING POWER OF BUYERS
  • 5.15.5 INTENSITY OF COMPETITIVE RIVALRY
• 5.16 PROCESS MINING TECHNOLOGY ROADMAP
  • TABLE 23 PROCESS MINING TECHNOLOGY ROADMAP
• 5.17 PROCESS MINING MARKET: BUSINESS MODELS
  • FIGURE 32 PROCESS MINING MARKET: BUSINESS MODELS
  • 5.17.1 SOFTWARE VENDOR MODEL
  • 5.17.2 CONSULTING SERVICES MODEL
  • 5.17.3 PLATFORM-AS-A-SERVICE MODEL
  • 5.17.4 MANAGED SERVICES MODEL
  • 5.17.5 DATA MONETIZATION MODEL
• 5.18 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
  • FIGURE 33 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
• 5.19 KEY STAKEHOLDERS AND BUYING CRITERIA
  • 5.19.1 KEY STAKEHOLDERS IN BUYING PROCESS
  • FIGURE 34 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • TABLE 24 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • 5.19.2 BUYING CRITERIA
  • FIGURE 35 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • TABLE 25 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS

6 PROCESS MINING MARKET, BY DATA SOURCE

• 6.1 INTRODUCTION
  • 6.1.1 DATA SOURCES: PROCESS MINING MARKET DRIVERS
  • FIGURE 36 ERP SYSTEMS SEGMENT TO LEAD MARKET DURING FORECAST PERIOD
  • TABLE 26 PROCESS MINING MARKET, BY DATA SOURCE, 2018-2022 (USD MILLION)
  • TABLE 27 PROCESS MINING MARKET, BY DATA SOURCE, 2023-2028 (USD MILLION)
• 6.2 ENTERPRISES RESOURCE PLANNING (ERP) SYSTEMS
  • 6.2.1 WIDESPREAD ADOPTION OF ERP SYSTEMS ACROSS INDUSTRIES TO DRIVE MARKET
  • TABLE 28 PROCESS MINING MARKET, BY ERP SYSTEM, 2018-2022 (USD MILLION)
  • TABLE 29 PROCESS MINING MARKET, BY ERP SYSTEM, 2023-2028 (USD MILLION)
  • 6.2.2 FINANCIAL ERP DATA
  • TABLE 30 FINANCIAL ERP DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 31 FINANCIAL ERP DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.2.3 INVENTORY ERP DATA
  • TABLE 32 INVENTORY ERP DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 33 INVENTORY ERP DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.2.4 PROCUREMENT ERP DATA
  • TABLE 34 PROCUREMENT ERP DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 35 PROCUREMENT ERP DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.3 CUSTOMER RELATIONSHIP MANAGEMENT (CRM) SYSTEMS
  • 6.3.1 NEED TO HARNESS CUSTOMER-CENTRIC DATA FROM CRM SYSTEMS TO PROPEL GROWTH
  • TABLE 36 PROCESS MINING MARKET, BY CRM SYSTEM, 2018-2022 (USD MILLION)
  • TABLE 37 PROCESS MINING MARKET, BY CRM SYSTEM, 2023-2028 (USD MILLION)
  • 6.3.2 SALES CRM DATA
  • TABLE 38 SALES CRM DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 39 SALES CRM DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.3.3 MARKETING CRM DATA
  • TABLE 40 MARKETING CRM DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 41 MARKETING CRM DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.3.4 CUSTOMER SUPPORT CRM DATA
  • TABLE 42 CUSTOMER SUPPORT CRM DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 43 CUSTOMER SUPPORT CRM DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.4 IOT DEVICES & SENSORS
  • 6.4.1 RAPID ADOPTION OF IOT TECHNOLOGY ACROSS INDUSTRIES TO DRIVE POPULARITY OF IOT DEVICES AND SENSORS
  • TABLE 44 PROCESS MINING MARKET, BY IOT DEVICE & SENSOR, 2018-2022 (USD MILLION)
  • TABLE 45 PROCESS MINING MARKET, BY IOT DEVICE & SENSOR, 2023-2028 (USD MILLION)
  • 6.4.2 SENSOR DATA ANALYTICS
  • TABLE 46 SENSOR DATA ANALYTICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 47 SENSOR DATA ANALYTICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.4.3 IOT DEVICE PERFORMANCE DATA
  • TABLE 48 IOT DEVICE PERFORMANCE DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 49 IOT DEVICE PERFORMANCE DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.4.4 PREDICTIVE MAINTENANCE DATA
  • TABLE 50 PREDICTIVE MAINTENANCE DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 51 PREDICTIVE MAINTENANCE DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.5 CUSTOM APPLICATIONS & DATABASES
  • 6.5.1 RISING NEED TO ANALYZE AND OPTIMIZE SPECIFIC WORKFLOWS TO DRIVE ADOPTION OF CUSTOM APPLICATIONS AND DATABASES
  • TABLE 52 PROCESS MINING MARKET, BY CUSTOM APPLICATION & DATABASE, 2018-2022 (USD MILLION)
  • TABLE 53 PROCESS MINING MARKET, BY CUSTOM APPLICATION & DATABASE, 2023-2028 (USD MILLION)
  • 6.5.2 CUSTOM DATABASE TABLES
  • TABLE 54 CUSTOM DATABASE TABLES: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 55 CUSTOM DATABASE TABLES: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.5.3 LEGACY APPLICATION DATA
  • TABLE 56 LEGACY APPLICATION DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 57 LEGACY APPLICATION DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.5.4 WEB APPLICATION LOGS
  • TABLE 58 WEB APPLICATION LOGS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 59 WEB APPLICATION LOGS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.6 WORKFLOW & BPM SYSTEMS
  • 6.6.1 GROWING EMPHASIS ON STREAMLINING OPERATIONS AND BOOSTING PRODUCTIVITY FOR SUSTAINABLE BUSINESS EXPANSION TO DRIVE MARKET
  • TABLE 60 PROCESS MINING MARKET, BY WORKFLOW & BPM SYSTEM, 2018-2022 (USD MILLION)
  • TABLE 61 PROCESS MINING MARKET, BY WORKFLOW & BPM SYSTEM, 2023-2028 (USD MILLION)
  • 6.6.2 WORKFLOW PROCESS DATA
  • TABLE 62 WORKFLOW PROCESS DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 63 WORKFLOW PROCESS DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.6.3 BUSINESS PROCESS MODEL & NOTATION (BPMN) MODEL EXECUTION
  • TABLE 64 BUSINESS PROCESS MODEL & NOTATION (BPMN) MODEL EXECUTION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 65 BUSINESS PROCESS MODEL & NOTATION (BPMN) MODEL EXECUTION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.6.4 PROCESS WORKFLOW METRICS
  • TABLE 66 PROCESS WORKFLOW METRICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 67 PROCESS WORKFLOW METRICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.7 DOCUMENT MANAGEMENT SYSTEMS
  • 6.7.1 RAPID DIGITAL TRANSFORMATION TO PROPEL GROWTH OF DOCUMENT MANAGEMENT SYSTEMS
  • TABLE 68 PROCESS MINING MARKET, BY DOCUMENT MANAGEMENT SYSTEM, 2018-2022 (USD MILLION)
  • TABLE 69 PROCESS MINING MARKET, BY DOCUMENT MANAGEMENT SYSTEM, 2023-2028 (USD MILLION)
  • 6.7.2 DOCUMENT WORKFLOW DATA
  • TABLE 70 DOCUMENT WORKFLOW DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 71 DOCUMENT WORKFLOW DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.7.3 CONTENT MANAGEMENT DATA
  • TABLE 72 CONTENT MANAGEMENT DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 73 CONTENT MANAGEMENT DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.7.4 DIGITAL SIGNATURE WORKFLOWS
  • TABLE 74 DIGITAL SIGNATURE WORKFLOWS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 75 DIGITAL SIGNATURE WORKFLOWS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.8 SUPPLY CHAIN & LOGISTICS DATA
  • 6.8.1 SURGE IN ECOMMERCE AND GLOBAL TRADE TO BOOST GROWTH OF PROCESS MINING SOLUTIONS ACROSS SUPPLY CHAINS
  • TABLE 76 PROCESS MINING MARKET, BY SUPPLY CHAIN & LOGISTICS DATA, 2018-2022 (USD MILLION)
  • TABLE 77 PROCESS MINING MARKET, BY SUPPLY CHAIN & LOGISTICS DATA, 2023-2028 (USD MILLION)
  • 6.8.2 TRANSPORTATION & SHIPPING DATA
  • TABLE 78 TRANSPORTATION & SHIPPING DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 79 TRANSPORTATION & SHIPPING DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.8.3 SUPPLIER & VENDOR INTERACTIONS
  • TABLE 80 SUPPLIER & VENDOR INTERACTIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 81 SUPPLIER & VENDOR INTERACTIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.8.4 COLD CHAIN MONITORING DATA
  • TABLE 82 COLD CHAIN MONITORING DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 83 COLD CHAIN MONITORING DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.9 FINANCIAL SYSTEMS DATA
  • 6.9.1 INCREASING COMPLEXITY OF FINANCIAL TRANSACTIONS TO SPUR DEMAND FOR PROCESS MINING TOOLS
  • TABLE 84 PROCESS MINING MARKET, BY FINANCIAL SYSTEMS DATA, 2018-2022 (USD MILLION)
  • TABLE 85 PROCESS MINING MARKET, BY FINANCIAL SYSTEMS DATA, 2023-2028 (USD MILLION)
  • 6.9.2 ACCOUNTING & FINANCIAL TRANSACTIONS
  • TABLE 86 ACCOUNTING & FINANCIAL TRANSACTIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 87 ACCOUNTING & FINANCIAL TRANSACTIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.9.3 EXPENSE MANAGEMENT DATA
  • TABLE 88 EXPENSE MANAGEMENT DATA: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 89 EXPENSE MANAGEMENT DATA: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.9.4 AUDIT & COMPLIANCE RECORDS
  • TABLE 90 AUDIT & COMPLIANCE RECORDS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 91 AUDIT & COMPLIANCE RECORDS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 6.10 OTHER DATA SOURCES
  • TABLE 92 OTHER DATA SOURCES: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 93 OTHER DATA SOURCES: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)

7 PROCESS MINING MARKET, BY MINING ALGORITHM

• 7.1 INTRODUCTION
  • 7.1.1 MINING ALGORITHMS: PROCESS MINING MARKET DRIVERS
  • FIGURE 37 DEEP LEARNING ALGORITHMS SEGMENT TO BE FASTEST-GROWING SEGMENT DURING FORECAST PERIOD
  • TABLE 94 PROCESS MINING MARKET, BY MINING ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 95 PROCESS MINING MARKET, BY MINING ALGORITHM, 2023-2028 (USD MILLION)
• 7.2 DISCOVERY ALGORITHMS
  • 7.2.1 DISCOVERY ALGORITHMS HELP ORGANIZATIONS GAIN INSIGHTS INTO OPERATIONS FOR OPTIMIZATION AND EFFICIENCY
  • TABLE 96 PROCESS MINING MARKET, BY DISCOVERY ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 97 PROCESS MINING MARKET, BY DISCOVERY ALGORITHM, 2023-2028 (USD MILLION)
  • 7.2.2 HEURISTIC MINING
  • TABLE 98 HEURISTIC MINING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 99 HEURISTIC MINING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.2.2.1 Directly-follows Graph Discovery
    • 7.2.2.2 Dependency Graph Discovery
  • 7.2.3 ALPHA MINER
  • TABLE 100 ALPHA MINER: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 101 ALPHA MINER: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.2.3.1 Enhanced Heuristic Mining
    • 7.2.3.2 Noise Filtering
    • 7.2.3.3 Loop Handling
  • 7.2.4 INDUCTIVE MINER
  • TABLE 102 INDUCTIVE MINER: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 103 INDUCTIVE MINER: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.2.4.1 Directly-follows Graph Induction
    • 7.2.4.2 Log Petri Net Conversion
    • 7.2.4.3 Noise Tolerance
• 7.3 CONFORMANCE CHECKING ALGORITHMS
  • 7.3.1 CONFORMANCE CHECKING ALGORITHMS ALIGN PROCESSES WITH INTENDED MODELS, IMPROVING PERFORMANCE AND COMPLIANCE
  • TABLE 104 PROCESS MINING MARKET, BY CONFORMANCE CHECKING ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 105 PROCESS MINING MARKET, BY CONFORMANCE CHECKING ALGORITHM, 2023-2028 (USD MILLION)
  • 7.3.2 TOKEN-BASED REPLAY
  • TABLE 106 TOKEN-BASED REPLAY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 107 TOKEN-BASED REPLAY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.3.2.1 Token-based Replay Fitness Analysis
    • 7.3.2.2 Token-based Replay Alignments
    • 7.3.2.3 Token-based Replay Precision & Generalization
  • 7.3.3 LOG-BASED CONFORMANCE CHECKING
  • TABLE 108 LOG-BASED CONFORMANCE CHECKING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 109 LOG-BASED CONFORMANCE CHECKING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.3.3.1 Deviation Detection
    • 7.3.3.2 Conformance Metrics
    • 7.3.3.3 Root Cause Analysis
  • 7.3.4 MODEL-BASED CONFORMANCE CHECKING
  • TABLE 110 MODEL-BASED CONFORMANCE CHECKING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 111 MODEL-BASED CONFORMANCE CHECKING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.3.4.1 Process Model Alignment
    • 7.3.4.2 Model-based Conformance Checking Fitness Analysis
    • 7.3.4.3 Model-based Conformance Checking Precision & Generalization
• 7.4 ENHANCEMENT & EXTENSION ALGORITHMS
  • 7.4.1 ENHANCEMENT & EXTENSION ALGORITHMS REFINE EXISTING PROCESS MODELS THROUGH IMPROVED OPERATIONAL EFFECTIVENESS
  • TABLE 112 PROCESS MINING MARKET, BY ENHANCEMENT & EXTENSION ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 113 PROCESS MINING MARKET, BY ENHANCEMENT & EXTENSION ALGORITHM, 2023-2028 (USD MILLION)
  • 7.4.2 PROCESS SIMULATION
  • TABLE 114 PROCESS SIMULATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 115 PROCESS SIMULATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.4.2.1 Monte Carlo Simulation
    • 7.4.2.2 Process Variability Analysis
    • 7.4.2.3 What-If-Analysis
  • 7.4.3 RECOMMENDATION ALGORITHMS
  • TABLE 116 RECOMMENDATION ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 117 RECOMMENDATION ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.4.3.1 Process Optimization Recommendations
    • 7.4.3.2 Resource Allocation Recommendations
    • 7.4.3.3 Compliance Improvement Guidance
  • 7.4.4 PREDICTIVE ANALYTICS ALGORITHMS
  • TABLE 118 PREDICTIVE ANALYTICS ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 119 PREDICTIVE ANALYTICS ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.4.4.1 Machine Learning for Process Predictions
    • 7.4.4.2 Predictive KPI Monitoring
• 7.5 CLUSTERING & CLASSIFICATION ALGORITHMS
  • 7.5.1 CLUSTERING & CLASSIFICATION ALGORITHMS ENABLE BETTER RESOURCE ALLOCATION AND INFORMED DECISION-MAKING
  • TABLE 120 PROCESS MINING MARKET, BY CLUSTERING & CLASSIFICATION ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 121 PROCESS MINING MARKET, BY CLUSTERING & CLASSIFICATION ALGORITHM, 2023-2028 (USD MILLION)
  • 7.5.2 PROCESS INSTANCE CLUSTERING
  • TABLE 122 PROCESS INSTANCE CLUSTERING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 123 PROCESS INSTANCE CLUSTERING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.5.2.1 Similarity Measures
    • 7.5.2.2 Hierarchical Clustering
    • 7.5.2.3 K-Means Clustering
  • 7.5.3 PROCESS VARIANT CLASSIFICATION
  • TABLE 124 PROCESS VARIANT CLASSIFICATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 125 PROCESS VARIANT CLASSIFICATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.5.3.1 Decision Tree Classification
    • 7.5.3.2 Naive Bayes Classification
    • 7.5.3.3 Support Vector Machines (SVM)
  • 7.5.4 ANOMALY DETECTION
  • TABLE 126 ANOMALY DETECTION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 127 ANOMALY DETECTION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.5.4.1 Statistical Anomaly Detection
    • 7.5.4.2 Isolation Forest
    • 7.5.4.3 Autoencoders for Sequence Anomalies
• 7.6 SEQUENCE ANALYSIS ALGORITHMS
  • 7.6.1 SEQUENCE ANALYSIS ALGORITHMS ENABLE BUSINESSES TO IMPROVE SEQUENCING OF CRUCIAL PROCESSES FOR INCREASED EFFICIENCY
  • TABLE 128 PROCESS MINING MARKET, BY SEQUENCE ANALYSIS ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 129 PROCESS MINING MARKET, BY SEQUENCE ANALYSIS ALGORITHM, 2023-2028 (USD MILLION)
  • 7.6.2 SEQUENTIAL PATTERN MINING
  • TABLE 130 SEQUENTIAL PATTERN MINING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 131 SEQUENTIAL PATTERN MINING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.6.2.1 Frequent Sequential Pattern Discovery
    • 7.6.2.2 Parallel Sequence Mining
  • 7.6.3 SEQUENCE ALIGNMENT
  • TABLE 132 SEQUENCE ALIGNMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 133 SEQUENCE ALIGNMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.6.3.1 Event Log Sequence Alignment
    • 7.6.3.2 Sequence Edit Distance Metrics
    • 7.6.3.3 Sequence Clustering
  • 7.6.4 PROCESS PATH ANALYSIS
  • TABLE 134 PROCESS PATH ANALYSIS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 135 PROCESS PATH ANALYSIS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.6.4.1 Path Frequency Analysis
    • 7.6.4.2 Process Path Abstraction
    • 7.6.4.3 Critical Path Identification
• 7.7 DEEP LEARNING ALGORITHMS
  • 7.7.1 DEEP LEARNING ALGORITHMS LEVERAGE NEURAL NETWORKS TO ENHANCE PREDICTIVE CAPABILITIES AND OPERATIONAL INTELLIGENCE
  • TABLE 136 PROCESS MINING MARKET, BY DEEP LEARNING FOR PROCESS MINING, 2018-2022 (USD MILLION)
  • TABLE 137 PROCESS MINING MARKET, BY DEEP LEARNING FOR PROCESS MINING, 2023-2028 (USD MILLION)
  • 7.7.2 RECURRENT NEURAL NETWORKS (RNN)
  • TABLE 138 RECURRENT NEURAL NETWORKS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 139 RECURRENT NEURAL NETWORKS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.7.2.1 LSTM-based Process Analysis
    • 7.7.2.2 GRU-based Sequence Modeling
    • 7.7.2.3 Event Sequence Prediction
  • 7.7.3 TRANSFORMER MODELS
  • TABLE 140 TRANSFORMER MODELS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 141 TRANSFORMER MODELS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.7.3.1 Attention-based Process Analysis
    • 7.7.3.2 Transformer-XL for Long Sequences
    • 7.7.3.3 Process Text Mining
  • 7.7.4 GRAPH NEURAL NETWORKS (GNN)
  • TABLE 142 GRAPH NEURAL NETWORKS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 143 GRAPH NEURAL NETWORKS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.7.4.1 Graph-based Process Analysis
    • 7.7.4.2 Graph Attention Networks (GAT)
    • 7.7.4.3 GNNs for Process Prediction
• 7.8 TEMPORAL PROCESS MINING ALGORITHMS
  • 7.8.1 GROWING FOCUS ON TIMING AND DURATION OF PROCESS EVENTS AND OPTIMIZING TIMING-BASED PROCESSES TO DRIVE GROWTH
  • TABLE 144 PROCESS MINING MARKET, BY TEMPORAL PROCESS MINING ALGORITHM, 2018-2022 (USD MILLION)
  • TABLE 145 PROCESS MINING MARKET, BY TEMPORAL PROCESS MINING ALGORITHM, 2023-2028 (USD MILLION)
  • 7.8.2 TEMPORAL PATTERN DISCOVERY
  • TABLE 146 TEMPORAL PATTERN DISCOVERY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 147 TEMPORAL PATTERN DISCOVERY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.8.2.1 Time Interval-based Patterns
    • 7.8.2.2 Temporal Rules and Constraints
    • 7.8.2.3 Duration Analysis
  • 7.8.3 TIME SERIES ANALYSIS
  • TABLE 148 TIME SERIES ANALYSIS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 149 TIME SERIES ANALYSIS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.8.3.1 Event Log Time Series Analysis
    • 7.8.3.2 Process Event Forecasting
    • 7.8.3.3 Time-related Process Insights
• 7.9 OTHER MINING ALGORITHMS
  • TABLE 150 OTHER MINING ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 151 OTHER MINING ALGORITHMS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)

8 PROCESS MINING MARKET, BY OFFERING

• 8.1 INTRODUCTION
  • 8.1.1 OFFERINGS: PROCESS MINING MARKET DRIVERS
  • FIGURE 38 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • TABLE 152 PROCESS MINING MARKET, BY OFFERING, 2018-2022 (USD MILLION)
  • TABLE 153 PROCESS MINING MARKET, BY OFFERING, 2023-2028 (USD MILLION)
• 8.2 SOFTWARE
  • FIGURE 39 CONTINUOUS MONITORING & ANALYTICS TOOLS SEGMENT TO LEAD MARKET IN 2023
  • TABLE 154 PROCESS MINING MARKET, BY SOFTWARE, 2018-2022 (USD MILLION)
  • TABLE 155 PROCESS MINING MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
  • 8.2.1 PROCESS DISCOVERY TOOLS
    • 8.2.1.1 Process discovery tools empower organizations to enhance and streamline their processes
  • TABLE 156 PROCESS MINING MARKET, BY PROCESS DISCOVERY TOOL, 2018-2022 (USD MILLION)
  • TABLE 157 PROCESS MINING MARKET, BY PROCESS DISCOVERY TOOL, 2023-2028 (USD MILLION)
    • 8.2.1.2 Event Log-based Discovery
  • TABLE 158 EVENT LOG-BASED DISCOVERY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 159 EVENT LOG-BASED DISCOVERY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.1.2.1 Automated Discovery
    • 8.2.1.2.2 Interactive Discovery
    • 8.2.1.2.3 Log Filtering and Preprocessing
    • 8.2.1.3 Process Map-based Discovery
  • TABLE 160 PROCESS MAP-BASED DISCOVERY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 161 PROCESS MAP-BASED DISCOVERY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.1.3.1 Flowchart Generation
    • 8.2.1.3.2 Process Map Visualization
  • 8.2.2 CONFORMANCE CHECKING TOOLS
    • 8.2.2.1 Conformance checking tools bridge gap between theoretical models and actual operational realities
  • TABLE 162 PROCESS MINING MARKET, BY CONFORMANCE CHECKING TOOL, 2018-2022 (USD MILLION)
  • TABLE 163 PROCESS MINING MARKET, BY CONFORMANCE CHECKING TOOL, 2023-2028 (USD MILLION)
    • 8.2.2.2 Model-checking Conformance
  • TABLE 164 MODEL-CHECKING CONFORMANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 165 MODEL-CHECKING CONFORMANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.2.2.1 Direct Model Comparison
    • 8.2.2.2.2 Statistical Model Checking
    • 8.2.2.2.3 Automated Rule-based Conformance
    • 8.2.2.3 Log-based Conformance
  • TABLE 166 LOG-BASED CONFORMANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 167 LOG-BASED CONFORMANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.2.3.1 Deviation Detection
    • 8.2.2.3.2 Anomaly Detection
    • 8.2.2.3.3 Root Cause Analysis
  • 8.2.3 PROCESS ENHANCEMENT AND SIMULATION TOOLS
    • 8.2.3.1 Need for fostering process enhancement and simulation to drive market growth
  • TABLE 168 PROCESS MINING MARKET, BY PROCESS ENHANCEMENT AND SIMULATION TOOL, 2018-2022 (USD MILLION)
  • TABLE 169 PROCESS MINING MARKET, BY PROCESS ENHANCEMENT AND SIMULATION TOOL, 2023-2028 (USD MILLION)
    • 8.2.3.2 Simulation & Optimization
  • TABLE 170 SIMULATION & OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 171 SIMULATION & OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.3.2.1 Process Simulation
    • 8.2.3.2.2 What-If Analysis
    • 8.2.3.2.3 Optimization Algorithms
    • 8.2.3.3 Process Enhancement & Automation
  • TABLE 172 PROCESS ENHANCEMENT & AUTOMATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 173 PROCESS ENHANCEMENT & AUTOMATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.3.3.1 Recommendation Engine
    • 8.2.3.3.2 Automation Integration
    • 8.2.3.3.3 Process Redesign Tools
  • 8.2.4 PERFORMANCE ANALYSIS TOOLS
    • 8.2.4.1 Performance analysis tools enable businesses to gain valuable insights into efficiency and effectiveness of operational processes
  • TABLE 174 PROCESS MINING MARKET, BY PERFORMANCE ANALYSIS TOOL, 2018-2022 (USD MILLION)
  • TABLE 175 PROCESS MINING MARKET, BY PERFORMANCE ANALYSIS TOOL, 2023-2028 (USD MILLION)
    • 8.2.4.2 Performance Metrics
  • TABLE 176 PERFORMANCE METRICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 177 PERFORMANCE METRICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.4.2.1 Key Performance Indicator (KPI) Tracking
    • 8.2.4.2.2 Process Efficiency Analysis
    • 8.2.4.2.3 Bottleneck Identification
    • 8.2.4.3 Performance Visualization
  • TABLE 178 PERFORMANCE VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 179 PERFORMANCE VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.4.3.1 Real-time Performance Dashboard
    • 8.2.4.3.2 Historical Performance Trends
    • 8.2.4.3.3 Performance Benchmarking
  • 8.2.5 VISUALIZATION TOOLS
    • 8.2.5.1 Growing need for businesses to transform complex data into actionable insights to spur demand
  • TABLE 180 PROCESS MINING MARKET, BY VISUALIZATION TOOL, 2018-2022 (USD MILLION)
  • TABLE 181 PROCESS MINING MARKET, BY VISUALIZATION TOOL, 2023-2028 (USD MILLION)
    • 8.2.5.2 Process Visualization
  • TABLE 182 PROCESS VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 183 PROCESS VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.5.2.1 Interactive Process Maps
    • 8.2.5.2.2 Process Flowcharts
    • 8.2.5.2.3 Heatmaps & Sankey Diagrams
    • 8.2.5.3 Data Visualization
  • TABLE 184 DATA VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 185 DATA VISUALIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.5.3.1 Data Dashboards
    • 8.2.5.3.2 Custom Data Visualizations
    • 8.2.5.3.3 Data Exploration Tools
  • 8.2.6 CONTINUOUS MONITORING & ANALYTICS TOOLS
    • 8.2.6.1 Need for companies to drive proactive and strategic decision-making to boost adoption of continuous monitoring & analytics tools
  • TABLE 186 PROCESS MINING MARKET, BY CONTINUOUS MONITORING & ANALYTICS TOOL, 2018-2022 (USD MILLION)
  • TABLE 187 PROCESS MINING MARKET, BY CONTINUOUS MONITORING & ANALYTICS TOOL, 2023-2028 (USD MILLION)
    • 8.2.6.2 Real-time Monitoring
  • TABLE 188 REAL-TIME MONITORING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 189 REAL-TIME MONITORING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.6.2.1 Continuous Event Stream Analytics
    • 8.2.6.2.2 Real-time Process Tracking
    • 8.2.6.2.3 Alerting & Notification
    • 8.2.6.3 Historical Analytics
  • TABLE 190 HISTORICAL ANALYTICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 191 HISTORICAL ANALYTICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.6.3.1 Trend Analysis
    • 8.2.6.3.2 Root Cause Analysis
    • 8.2.6.3.3 Historical Process Performance Reports
    • 8.2.6.4 Predictive Analytics
  • TABLE 192 PREDICTIVE ANALYTICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 193 PREDICTIVE ANALYTICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.6.4.1 Machine Learning Models
    • 8.2.6.4.2 Predictive KPI Forecasting
    • 8.2.6.5 Advanced Prediction Models
  • TABLE 194 ADVANCED PREDICTION MODELS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 195 ADVANCED PREDICTION MODELS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.6.5.1 Complex Event Processing
    • 8.2.6.5.2 Time Series Forecasting
  • 8.2.7 INTEGRATION & COLLABORATION TOOLS
    • 8.2.7.1 Growing demand among organizations to enhance efficiency and foster seamless communication to spur growth
  • TABLE 196 PROCESS MINING MARKET, BY INTEGRATION & COLLABORATION TOOL, 2018-2022 (USD MILLION)
  • TABLE 197 PROCESS MINING MARKET, BY INTEGRATION & COLLABORATION TOOL, 2023-2028 (USD MILLION)
    • 8.2.7.2 Data Integration
  • TABLE 198 DATA INTEGRATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 199 DATA INTEGRATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.7.2.1 Data Source Integration
    • 8.2.7.2.2 API & Data Connector Support
    • 8.2.7.2.3 Data Transformation & Mapping
    • 8.2.7.3 Collaboration Tools
  • TABLE 200 COLLABORATION TOOLS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 201 COLLABORATION TOOLS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.2.7.3.1 Workflow Collaboration
    • 8.2.7.3.2 Team Collaboration
    • 8.2.7.3.3 Process Documentation & Sharing
  • 8.2.8 OTHER SOFTWARE SOLUTIONS
  • TABLE 202 OTHER SOFTWARE SOLUTIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 203 OTHER SOFTWARE SOLUTIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 8.3 SERVICES
  • FIGURE 40 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • TABLE 204 PROCESS MINING MARKET, BY SERVICE, 2018-2022 (USD MILLION)
  • TABLE 205 PROCESS MINING MARKET, BY SERVICE, 2023-2028 (USD MILLION)
  • 8.3.1 PROFESSIONAL SERVICES
    • 8.3.1.1 Professional services offer specialized expertise for seamless integration of process mining tools
  • FIGURE 41 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO ACCOUNT FOR LARGEST SHARE BY 2028
  • TABLE 206 PROFESSIONAL SERVICES: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 207 PROFESSIONAL SERVICES: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 8.3.1.1.1 System Integration & Implementation Services
    • 8.3.1.1.2 Support & Maintenance Services
    • 8.3.1.1.3 Training & Consulting Services
  • 8.3.2 MANAGED SERVICES
    • 8.3.2.1 Managed services provide end-to-end management of process mining, helping businesses focus on core competencies
  • TABLE 208 MANAGED SERVICES: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 209 MANAGED SERVICES: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)

9 PROCESS MINING MARKET, BY VERTICAL

• 9.1 INTRODUCTION
  • 9.1.1 VERTICALS: PROCESS MINING MARKET DRIVERS
  • FIGURE 42 MANUFACTURING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • TABLE 210 PROCESS MINING MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
  • TABLE 211 PROCESS MINING MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
• 9.2 BFSI
  • 9.2.1 FOCUS ON TRANSFORMING BFSI LANDSCAPE WITH OPERATIONAL EXCELLENCE TO DRIVE GROWTH
  • TABLE 212 PROCESS MINING MARKET, BY BFSI APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 213 PROCESS MINING MARKET, BY BFSI APPLICATION, 2023-2028 (USD MILLION)
    • 9.2.1.1 Loan Origination & Underwriting
  • TABLE 214 LOAN ORIGINATION & UNDERWRITING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 215 LOAN ORIGINATION & UNDERWRITING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.2.1.1.1 Credit Risk Assessment
    • 9.2.1.1.2 Mortgage Approval Process
    • 9.2.1.1.3 Loan Document Verification
    • 9.2.1.2 Fraud Detection & Prevention
  • TABLE 216 FRAUD DETECTION & PREVENTION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 217 FRAUD DETECTION & PREVENTION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.2.1.2.1 Transaction Fraud Analysis
    • 9.2.1.2.2 Identity Theft Detection
    • 9.2.1.2.3 Anti-money Laundering (AML)
    • 9.2.1.3 Customer Onboarding & KYC
  • TABLE 218 CUSTOMER ONBOARDING & KYC: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 219 CUSTOMER ONBOARDING & KYC: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.2.1.3.1 Customer Due Diligence
    • 9.2.1.3.2 KYC Process Efficiency
    • 9.2.1.3.3 Compliance Monitoring
    • 9.2.1.4 Claims Processing
  • TABLE 220 CLAIMS PROCESSING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 221 CLAIMS PROCESSING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.2.1.4.1 Insurance Claims Verification
    • 9.2.1.4.2 Claims Settlement Efficiency
    • 9.2.1.4.3 Fraudulent Claims Detection
    • 9.2.1.5 Others
  • TABLE 222 OTHER BFSI APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 223 OTHER BFSI APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.3 MANUFACTURING
  • 9.3.1 PROCESS MINING OFFERS COMPREHENSIVE VIEW OF ENTIRE PRODUCTION CHAIN IN MANUFACTURING SECTOR
  • TABLE 224 PROCESS MINING MARKET, BY MANUFACTURING APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 225 PROCESS MINING MARKET, BY MANUFACTURING APPLICATION, 2023-2028 (USD MILLION)
    • 9.3.1.1 Production Optimization
  • TABLE 226 PRODUCTION OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 227 PRODUCTION OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.3.1.1.1 Production Line Efficiency
    • 9.3.1.1.2 Workforce Productivity
    • 9.3.1.1.3 Equipment Utilization
    • 9.3.1.2 Quality Control & Assurance
  • TABLE 228 QUALITY CONTROL & ASSURANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 229 QUALITY CONTROL & ASSURANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.3.1.2.1 Defect Detection & Prevention
    • 9.3.1.2.2 Compliance Monitoring
    • 9.3.1.2.3 Root Cause Analysis
    • 9.3.1.3 Supply Chain Management
  • TABLE 230 SUPPLY CHAIN MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 231 SUPPLY CHAIN MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.3.1.3.1 Inventory Optimization
    • 9.3.1.3.2 Supplier Performance Analysis
    • 9.3.1.3.3 Demand Forecasting & Planning
    • 9.3.1.4 Maintenance & Reliability
  • TABLE 232 MAINTENANCE & RELIABILITY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 233 MAINTENANCE & RELIABILITY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.3.1.4.1 Predictive Maintenance
    • 9.3.1.4.2 Asset Utilization Analysis
    • 9.3.1.4.3 Downtime Reduction
    • 9.3.1.5 Others
  • TABLE 234 OTHER MANUFACTURING APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 235 OTHER MANUFACTURING APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.4 IT & ITES
  • 9.4.1 EMPHASIS ON EMPOWERING ORGANIZATIONS TO NAVIGATE COMPLEXITIES OF IT SERVICE DELIVERY TO BOOST GROWTH
  • TABLE 236 PROCESS MINING MARKET, BY IT & ITES APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 237 PROCESS MINING MARKET, BY IT & ITES APPLICATION, 2023-2028 (USD MILLION)
    • 9.4.1.1 Software Development Lifecycle (SDLC) Analysis
  • TABLE 238 SOFTWARE DEVELOPMENT LIFECYCLE ANALYSIS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 239 SOFTWARE DEVELOPMENT LIFECYCLE ANALYSIS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.4.1.1.1 Code Review & Optimization
    • 9.4.1.1.2 Bug & Issue Tracking
    • 9.4.1.1.3 Release Cycle Efficiency
    • 9.4.1.2 IT Help & Desk Support
  • TABLE 240 IT HELP & DESK SUPPORT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 241 IT HELP & DESK SUPPORT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.4.1.2.1 Ticket Resolution Time Analysis
    • 9.4.1.2.2 Incident Trends & Patterns
    • 9.4.1.2.3 Service Level Agreement (SLA) Compliance
    • 9.4.1.3 IT Infrastructure Management
  • TABLE 242 IT INFRASTRUCTURE MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 243 IT INFRASTRUCTURE MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.4.1.3.1 Network Performance Monitoring
    • 9.4.1.3.2 Server Resource Utilization
    • 9.4.1.3.3 IT Asset Inventory
    • 9.4.1.4 Cybersecurity & Threat Detection
  • TABLE 244 CYBERSECURITY & THREAT DETECTION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 245 CYBERSECURITY & THREAT DETECTION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.4.1.4.1 Intrusion Detection & Response
    • 9.4.1.4.2 Security Incident Analysis
    • 9.4.1.4.3 Compliance With Security Policies
    • 9.4.1.5 Others
  • TABLE 246 OTHER IT & ITES APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 247 OTHER IT & ITES APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.5 HEALTHCARE & LIFE SCIENCES
  • 9.5.1 NEED FOR IMPROVING PATIENT CARE AND DRIVING INNOVATION TO SPUR ADOPTION OF PROCESS MINING SERVICES
  • TABLE 248 PROCESS MINING MARKET, BY HEALTHCARE & LIFE SCIENCES APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 249 PROCESS MINING MARKET, BY HEALTHCARE & LIFE SCIENCES APPLICATION, 2023-2028 (USD MILLION)
    • 9.5.1.1 Patient Care & Hospital Management
  • TABLE 250 PATIENT CARE & HOSPITAL MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 251 PATIENT CARE & HOSPITAL MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.1.1.1 Patient Journey Analysis
    • 9.5.1.1.2 Resource Allocation Optimization
    • 9.5.1.1.3 Billing & Claims Processing
    • 9.5.1.2 Clinical Trials Optimization
  • TABLE 252 CLINICAL TRIALS OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 253 CLINICAL TRIALS OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.1.2.1 Trial Enrollment Efficiency
    • 9.5.1.2.2 Adverse Event Analysis
    • 9.5.1.2.3 Drug Development Timelines
    • 9.5.1.3 Electronic Health Records (EHR) Analysis
  • TABLE 254 ELECTRONIC HEALTH RECORDS ANALYSIS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 255 ELECTRONIC HEALTH RECORDS ANALYSIS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.1.3.1 EHR Data Accuracy
    • 9.5.1.3.2 Regulatory Compliance
    • 9.5.1.3.3 Patient Outcome Improvement
    • 9.5.1.4 Supply Chain & Pharmaceutical Manufacturing
  • TABLE 256 SUPPLY CHAIN & PHARMACEUTICAL MANUFACTURING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 257 SUPPLY CHAIN & PHARMACEUTICAL MANUFACTURING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.5.1.4.1 Pharmaceutical Production Optimization
    • 9.5.1.4.2 Drug Traceability
    • 9.5.1.4.3 Inventory Management
    • 9.5.1.5 Others
  • TABLE 258 OTHER HEALTHCARE APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 259 OTHER HEALTHCARE APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.6 RETAIL & ECOMMERCE
  • 9.6.1 RISING IMPORTANCE OF IDENTIFYING CUSTOMER PATTERNS AND PREFERENCES TO PROPEL MARKET
  • TABLE 260 PROCESS MINING MARKET, BY RETAIL & ECOMMERCE APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 261 PROCESS MINING MARKET, BY RETAIL & ECOMMERCE APPLICATION, 2023-2028 (USD MILLION)
    • 9.6.1.1 Customer Experience Enhancement
  • TABLE 262 CUSTOMER EXPERIENCE ENHANCEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 263 CUSTOMER EXPERIENCE ENHANCEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.6.1.1.1 Customer Journey Mapping
    • 9.6.1.1.2 Personalization & Recommendations
    • 9.6.1.1.3 Cart Abandonment Analysis
    • 9.6.1.2 Inventory & Stock Management
  • TABLE 264 INVENTORY & STOCK MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 265 INVENTORY & STOCK MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.6.1.2.1 Stock-level Optimization
    • 9.6.1.2.2 Stock Demand Forecasting
    • 9.6.1.2.3 Shelf Space Optimization
    • 9.6.1.3 Order Fulfillment & Logistics
  • TABLE 266 ORDER FULFILLMENT & LOGISTICS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 267 ORDER FULFILLMENT & LOGISTICS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.6.1.3.1 Order Process Efficiency
    • 9.6.1.3.2 Delivery Time Optimization
    • 9.6.1.3.3 Returns Management
    • 9.6.1.4 Pricing & Promotion Strategy
  • TABLE 268 PRICING & PROMOTION STRATEGY: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 269 PRICING & PROMOTION STRATEGY: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.6.1.4.1 Dynamic Pricing Analysis
    • 9.6.1.4.2 Promotion Effectiveness
    • 9.6.1.4.3 Profit Margin Optimization
    • 9.6.1.5 Others
  • TABLE 270 OTHER RETAIL & ECOMMERCE APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 271 OTHER RETAIL & ECOMMERCE APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.7 ENERGY & UTILITIES
  • 9.7.1 PROCESS MINING ENHANCES SUPPLY CHAIN AND MAINTENANCE PROCEDURES IN ENERGY & UTILITIES SECTOR
  • TABLE 272 PROCESS MINING MARKET, BY ENERGY & UTILITIES APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 273 PROCESS MINING MARKET, BY ENERGY & UTILITIES APPLICATION, 2023-2028 (USD MILLION)
    • 9.7.1.1 Energy Consumption Analysis
  • TABLE 274 ENERGY CONSUMPTION ANALYSIS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 275 ENERGY CONSUMPTION ANALYSIS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.7.1.1.1 Energy Efficiency Improvement
    • 9.7.1.1.2 Energy Demand Forecasting
    • 9.7.1.1.3 Renewable Energy Integration
    • 9.7.1.2 Asset Management & Predictive Maintenance
  • TABLE 276 ASSET MANAGEMENT & PREDICTIVE MAINTENANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 277 ASSET MANAGEMENT & PREDICTIVE MAINTENANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.7.1.2.1 Equipment Reliability Analysis
    • 9.7.1.2.2 Asset Performance Optimization
    • 9.7.1.2.3 Grid Resilience Enhancement
    • 9.7.1.3 Grid & Distribution Optimization
  • TABLE 278 GRID & DISTRIBUTION OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 279 GRID & DISTRIBUTION OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.7.1.3.1 Grid Performance Analysis
    • 9.7.1.3.2 Distribution Network Efficiency
    • 9.7.1.3.3 Smart Grid Implementation
    • 9.7.1.4 Environmental Compliance
  • TABLE 280 ENVIRONMENTAL COMPLIANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 281 ENVIRONMENTAL COMPLIANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.7.1.4.1 Emissions Monitoring & Reporting
    • 9.7.1.4.2 Regulatory Compliance
    • 9.7.1.4.3 Sustainability Initiatives
    • 9.7.1.5 Others
  • TABLE 282 OTHER ENERGY & UTILITIES APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 283 OTHER ENERGY & UTILITIES APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
• 9.8 TRANSPORTATION & LOGISTICS
  • 9.8.1 GROWING DEMAND FOR MORE AGILE AND RESPONSIVE SUPPLY CHAIN TO DRIVE MARKET
  • TABLE 284 PROCESS MINING MARKET, BY TRANSPORTATION & LOGISTICS APPLICATION, 2018-2022 (USD MILLION)
  • TABLE 285 PROCESS MINING MARKET, BY TRANSPORTATION & LOGISTICS APPLICATION, 2023-2028 (USD MILLION)
    • 9.8.1.1 Route Optimization
  • TABLE 286 ROUTE OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 287 ROUTE OPTIMIZATION: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.8.1.1.1 Transportation Route Efficiency
    • 9.8.1.1.2 Delivery Time Monitoring
    • 9.8.1.1.3 Fleet Management
    • 9.8.1.2 Inventory & Warehouse Management
  • TABLE 288 INVENTORY & WAREHOUSE MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 289 INVENTORY & WAREHOUSE MANAGEMENT: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.8.1.2.1 Inventory Turnover Optimization
    • 9.8.1.2.2 Warehouse Efficiency
    • 9.8.1.2.3 Demand Forecasting
    • 9.8.1.3 Logistics Visibility & Tracking
  • TABLE 290 LOGISTICS VISIBILITY & TRACKING: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 291 LOGISTICS VISIBILITY & TRACKING: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.8.1.3.1 Supply Chain Visibility
    • 9.8.1.3.2 Carrier Performance Analysis
    • 9.8.1.3.3 Last-mile Delivery Optimization
    • 9.8.1.4 Safety & Compliance
  • TABLE 292 SAFETY & COMPLIANCE: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 293 SAFETY & COMPLIANCE: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 9.8.1.4.1 Driver Safety Monitoring
    • 9.8.1.4.2 Regulatory Compliance
    • 9.8.1.4.3 Incident & Accident Analysis
    • 9.8.1.5 Others
  • TABLE 294 OTHER TRANSPORTATION & LOGISTICS APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 295 OTHER TRANSPORTATION & LOGISTICS APPLICATIONS: PROCESS MINING MARKET, BY REGION, 2023-2028 (USD MILLION)

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