Report cover image

Global Digital Twin in Finance Market Size study & Forecast, by Application Area (Risk Management, Fraud Detection, Portfolio Management, Regulatory Compliance) by Deployment Model (Cloud-Based and On-Premises), Technology Used (Artificial Intelligence, M

Published Sep 15, 2025
Length 285 Pages
SKU # BIZW20400484

Description

The Global Digital Twin in Finance Market is valued approximately at USD 3.94 billion in 2024 and is anticipated to grow with a growth rate of more than 15.00% over the forecast period 2025-2035. Digital Twin in Finance refers to the creation of a dynamic, virtual replica of financial systems, portfolios, or organizational processes that allows institutions to simulate, monitor, and optimize outcomes in real time. By merging data analytics, AI, and predictive modeling, financial digital twins enable decision-makers to foresee risks, anticipate customer behaviors, and streamline compliance processes. The market’s expansion is being driven by the escalating need for risk mitigation, rising incidences of fraud, regulatory pressures, and the surging adoption of advanced AI-driven technologies in financial ecosystems worldwide.

The accelerating digital transformation of the global financial sector has intensified demand for sophisticated modeling capabilities. Banks, insurers, and asset managers are deploying digital twin platforms to replicate portfolios and customer interactions, empowering them to test diverse scenarios before making high-stakes financial decisions. For instance, financial institutions leverage these systems to strengthen fraud detection by simulating suspicious transaction patterns and assessing their potential impact before real-world losses occur. According to recent industry surveys, over 60% of financial institutions plan to increase investment in digital twin technologies to enhance efficiency and reduce operational risks. Nevertheless, challenges such as high implementation costs, interoperability issues, and cybersecurity vulnerabilities may temper market growth throughout the forecast horizon.

The detailed segments and sub-segments included in the report are:

By Application Area:
• Risk Management
• Fraud Detection
• Portfolio Management
• Regulatory Compliance

By Deployment Model:
• Cloud-Based
• On-Premises

By Technology Used:
• Artificial Intelligence
• Machine Learning
• Internet of Things
• Big Data Analytics

By End User Sector:
• Banking
• Insurance
• Investment Firms
• Asset Management

By Integration Level:
• Full Integration
• Partial Integration
• Standalone Solutions

By Region:

North America
• U.S.
• Canada

Europe
• UK
• Germany
• France
• Spain
• Italy
• ROE

Asia Pacific
• China
• India
• Japan
• Australia
• South Korea
• RoAPAC

Latin America
• Brazil
• Mexico

Middle East & Africa
• UAE
• Saudi Arabia
• South Africa
• Rest of Middle East & Africa

Risk Management is Expected to Dominate the Market

Among application areas, Risk Management is projected to hold the dominant share of the market, as financial institutions increasingly lean on digital twin platforms to simulate credit, liquidity, and operational risks. The ability to stress-test portfolios and model financial shocks in a controlled environment allows firms to strengthen resilience against volatility and regulatory requirements. With global markets becoming more interconnected and vulnerable to disruptions, demand for digital twin-driven risk analysis continues to expand.

Cloud-Based Deployment Leads in Revenue Contribution

When analyzed by deployment model, Cloud-Based solutions lead the market in revenue generation, thanks to their scalability, cost-efficiency, and ability to support real-time financial simulations across geographically distributed teams. Cloud-based platforms are preferred for their agility in integrating with existing data infrastructures and advanced analytics tools. Conversely, On-Premises solutions retain importance in highly regulated environments where data sovereignty and security take precedence, particularly in large banking and insurance organizations. This duality underscores a balanced trend: cloud deployment drives mainstream adoption, while on-premises continues to serve compliance-heavy institutions.

The key regions considered for the Global Digital Twin in Finance Market study include Asia Pacific, North America, Europe, Latin America, and the Middle East & Africa. North America held the dominant position in 2025, bolstered by its early adoption of AI-driven solutions, a mature financial services ecosystem, and high regulatory compliance demands. Europe also maintains a significant share, with countries like Germany and the UK pushing digital innovation in financial risk management under stringent data privacy laws. Meanwhile, Asia Pacific is projected to experience the fastest growth during the forecast period, propelled by rapid digitization of banking in markets such as China, India, and Southeast Asia, alongside government-backed fintech initiatives. Latin America and the Middle East & Africa are steadily adopting digital twin solutions, largely driven by growing investments in fintech and efforts to modernize legacy financial infrastructures.

Major market players included in this report are:
• Microsoft Corporation
• IBM Corporation
• Oracle Corporation
• SAP SE
• Accenture Plc
• Capgemini SE
• Cognizant Technology Solutions Corp.
• Amazon Web Services, Inc.
• Google LLC
• Tata Consultancy Services Limited
• Deloitte Touche Tohmatsu Limited
• Infosys Limited
• Siemens AG
• PTC Inc.
• Ansys, Inc.

Global Digital Twin in Finance Market Report Scope:
• Historical Data – 2023, 2024
• Base Year for Estimation – 2024
• Forecast period - 2025-2035
• Report Coverage - Revenue forecast, Company Ranking, Competitive Landscape, Growth factors, and Trends
• Regional Scope - North America; Europe; Asia Pacific; Latin America; Middle East & Africa

The objective of the study is to define market sizes of different segments & countries in recent years and to forecast the values for the coming years. The report is designed to incorporate both qualitative and quantitative aspects of the industry within the countries involved in the study. The report also provides detailed information about crucial aspects, such as driving factors and challenges, which will define the future growth of the market. Additionally, it incorporates potential opportunities in micro-markets for stakeholders to invest, along with a detailed analysis of the competitive landscape and product offerings of key players. The detailed segments and sub-segments of the market are explained below:

Key Takeaways:
• Market Estimates & Forecast for 10 years from 2025 to 2035.
• Annualized revenues and regional-level analysis for each market segment.
• Detailed analysis of the geographical landscape with country-level analysis of major regions.
• Competitive landscape with information on major players in the market.
• Analysis of key business strategies and recommendations on future market approach.
• Analysis of the competitive structure of the market.
• Demand side and supply side analysis of the market.

Please note:The single user license is non-downloadable and non-printable. Global Site license allows these actions.

Table of Contents

285 Pages
Chapter 1. Global Digital Twin in Finance Market Report Scope & Methodology
1.1. Research Objective
1.2. Research Methodology
1.2.1. Forecast Model
1.2.2. Desk Research
1.2.3. Top Down and Bottom-Up Approach
1.3. Research Attributes
1.4. Scope of the Study
1.4.1. Market Definition
1.4.2. Market Segmentation
1.5. Research Assumption
1.5.1. Inclusion & Exclusion
1.5.2. Limitations
1.5.3. Years Considered for the Study
Chapter 2. Executive Summary
2.1. CEO/CXO Standpoint
2.2. Strategic Insights
2.3. ESG Analysis
2.4. key Findings
Chapter 3. Global Digital Twin in Finance Market Forces Analysis
3.1. Market Forces Shaping The Global Digital Twin in Finance Market (2024-2035)
3.2. Drivers
3.2.1. Escalating need for risk mitigation
3.2.2. Rising incidences of fraud
3.3. Restraints
3.3.1. High implementation costs
3.4. Opportunities
3.4.1. Accelerating digital transformation of the global financial sector
Chapter 4. Global Digital Twin in Finance Industry Analysis
4.1. Porter’s 5 Forces Model
4.1.1. Bargaining Power of Buyer
4.1.2. Bargaining Power of Supplier
4.1.3. Threat of New Entrants
4.1.4. Threat of Substitutes
4.1.5. Competitive Rivalry
4.2. Porter’s 5 Force Forecast Model (2024-2035)
4.3. PESTEL Analysis
4.3.1. Political
4.3.2. Economical
4.3.3. Social
4.3.4. Technological
4.3.5. Environmental
4.3.6. Legal
4.4. Top Investment Opportunities
4.5. Top Winning Strategies (2025)
4.6. Market Share Analysis (2024-2025)
4.7. Global Pricing Analysis And Trends 2025
4.8. Analyst Recommendation & Conclusion
Chapter 5. Global Digital Twin in Finance Market Size & Forecasts by Application Area 2025-2035
5.1. Market Overview
5.2. Global Growth Hormone Deficiency Market Performance - Potential Analysis (2025)
5.3. Risk Management
5.3.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
5.3.2. Market size analysis, by region, 2025-2035
5.4. Fraud Detection
5.4.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
5.4.2. Market size analysis, by region, 2025-2035
5.5. Portfolio Management
5.5.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
5.5.2. Market size analysis, by region, 2025-2035
5.6. Regulatory Compliance
5.6.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
5.6.2. Market size analysis, by region, 2025-2035
Chapter 6. Global Digital Twin in Finance Market Size & Forecasts by Deployment Model 2025-2035
6.1. Market Overview
6.2. Global Growth Hormone Deficiency Market Performance - Potential Analysis (2025)
6.3. Cloud-Based
6.3.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
6.3.2. Market size analysis, by region, 2025-2035
6.4. On-Premises
6.4.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
6.4.2. Market size analysis, by region, 2025-2035
Chapter 7. Global Digital Twin in Finance Market Size & Forecasts by Technology Used 2025–2035
7.1. Market Overview
7.2. Global Growth Hormone Deficiency Market Performance - Potential Analysis (2025)
7.3. Artificial Intelligence
7.3.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
7.3.2. Market size analysis, by region, 2025-2035
7.4. Machine Learning
7.4.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
7.4.2. Market size analysis, by region, 2025-2035
7.5. Internet of Things
7.5.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
7.5.2. Market size analysis, by region, 2025-2035
7.6. Big Data Analytics
7.6.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
7.6.2. Market size analysis, by region, 2025-2035
Chapter 8. Global Digital Twin in Finance Market Size & Forecasts by End Use Sector 2025–2035
8.1. Market Overview
8.2. Global Growth Hormone Deficiency Market Performance - Potential Analysis (2025)
8.3. Banking
8.3.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
8.3.2. Market size analysis, by region, 2025-2035
8.4. Insurance
8.4.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
8.4.2. Market size analysis, by region, 2025-2035
8.5. Investment Firms
8.5.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
8.5.2. Market size analysis, by region, 2025-2035
8.6. Asset Management
8.6.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
8.6.2. Market size analysis, by region, 2025-2035
Chapter 9. Global Digital Twin in Finance Market Size & Forecasts by End Use Sector 2025–2035
9.1. Market Overview
9.2. Global Growth Hormone Deficiency Market Performance - Potential Analysis (2025)
9.3. Full Integration
9.3.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
9.3.2. Market size analysis, by region, 2025-2035
9.4. Partial Integration
9.4.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
9.4.2. Market size analysis, by region, 2025-2035
9.5. Standalone Solutions
9.5.1. Top Countries Breakdown Estimates & Forecasts, 2024-2035
9.5.2. Market size analysis, by region, 2025-2035
Chapter 10. Global Digital Twin in Finance Market Size & Forecasts by Region 2025–2035
10.1. Growth Digital Twin in Finance Market, Regional Market Snapshot
10.2. Top Leading & Emerging Countries
10.3. North America Digital Twin in Finance Market
10.3.1. U.S. Digital Twin in Finance Market
10.3.1.1. Application Area breakdown size & forecasts, 2025-2035
10.3.1.2. Deployment Model breakdown size & forecasts, 2025-2035
10.3.1.3. Technology Used breakdown size & forecasts, 2025-2035
10.3.1.4. End Use Sector breakdown size & forecasts, 2025-2035
10.3.1.5. Integration Level breakdown size & forecasts, 2025-2035
10.3.2. Canada Digital Twin in Finance Market
10.3.2.1. Application Area breakdown size & forecasts, 2025-2035
10.3.2.2. Deployment Model breakdown size & forecasts, 2025-2035
10.3.2.3. Technology Used breakdown size & forecasts, 2025-2035
10.3.2.4. End Use Sector breakdown size & forecasts, 2025-2035
10.3.2.5. Integration Level breakdown size & forecasts, 2025-2035
10.4. Europe Digital Twin in Finance Market
10.4.1. UK Digital Twin in Finance Market
10.4.1.1. Application Area breakdown size & forecasts, 2025-2035
10.4.1.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.1.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.1.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.1.5. Integration Level breakdown size & forecasts, 2025-2035
10.4.2. Germany Digital Twin in Finance Market
10.4.2.1. Application Area breakdown size & forecasts, 2025-2035
10.4.2.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.2.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.2.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.2.5. Integration Level breakdown size & forecasts, 2025-2035
10.4.3. France Digital Twin in Finance Market
10.4.3.1. Application Area breakdown size & forecasts, 2025-2035
10.4.3.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.3.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.3.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.3.5. Integration Level breakdown size & forecasts, 2025-2035
10.4.4. Spain Digital Twin in Finance Market
10.4.4.1. Application Area breakdown size & forecasts, 2025-2035
10.4.4.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.4.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.4.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.4.5. Integration Level breakdown size & forecasts, 2025-2035
10.4.5. Italy Digital Twin in Finance Market
10.4.5.1. Application Area breakdown size & forecasts, 2025-2035
10.4.5.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.5.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.5.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.5.5. Integration Level breakdown size & forecasts, 2025-2035
10.4.6. Rest of Europe Digital Twin in Finance Market
10.4.6.1. Application Area breakdown size & forecasts, 2025-2035
10.4.6.2. Deployment Model breakdown size & forecasts, 2025-2035
10.4.6.3. Technology Used breakdown size & forecasts, 2025-2035
10.4.6.4. End Use Sector breakdown size & forecasts, 2025-2035
10.4.6.5. Integration Level breakdown size & forecasts, 2025-2035
10.5. Asia Pacific Digital Twin in Finance Market
10.5.1. China Digital Twin in Finance Market
10.5.1.1. Application Area breakdown size & forecasts, 2025-2035
10.5.1.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.1.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.1.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.1.5. Integration Level breakdown size & forecasts, 2025-2035
10.5.2. India Digital Twin in Finance Market
10.5.2.1. Application Area breakdown size & forecasts, 2025-2035
10.5.2.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.2.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.2.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.2.5. Integration Level breakdown size & forecasts, 2025-2035
10.5.3. Japan Digital Twin in Finance Market
10.5.3.1. Application Area breakdown size & forecasts, 2025-2035
10.5.3.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.3.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.3.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.3.5. Integration Level breakdown size & forecasts, 2025-2035
10.5.4. Australia Digital Twin in Finance Market
10.5.4.1. Application Area breakdown size & forecasts, 2025-2035
10.5.4.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.4.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.4.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.4.5. Integration Level breakdown size & forecasts, 2025-2035
10.5.5. South Korea Digital Twin in Finance Market
10.5.5.1. Application Area breakdown size & forecasts, 2025-2035
10.5.5.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.5.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.5.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.5.5. Integration Level breakdown size & forecasts, 2025-2035
10.5.6. Rest of APAC Digital Twin in Finance Market
10.5.6.1. Application Area breakdown size & forecasts, 2025-2035
10.5.6.2. Deployment Model breakdown size & forecasts, 2025-2035
10.5.6.3. Technology Used breakdown size & forecasts, 2025-2035
10.5.6.4. End Use Sector breakdown size & forecasts, 2025-2035
10.5.6.5. Integration Level breakdown size & forecasts, 2025-2035
10.6. Latin America Digital Twin in Finance Market
10.6.1. Brazil Digital Twin in Finance Market
10.6.1.1. Application Area breakdown size & forecasts, 2025-2035
10.6.1.2. Deployment Model breakdown size & forecasts, 2025-2035
10.6.1.3. Technology Used breakdown size & forecasts, 2025-2035
10.6.1.4. End Use Sector breakdown size & forecasts, 2025-2035
10.6.1.5. Integration Level breakdown size & forecasts, 2025-2035
10.6.2. Mexico Digital Twin in Finance Market
10.6.2.1. Application Area breakdown size & forecasts, 2025-2035
10.6.2.2. Deployment Model breakdown size & forecasts, 2025-2035
10.6.2.3. Technology Used breakdown size & forecasts, 2025-2035
10.6.2.4. End Use Sector breakdown size & forecasts, 2025-2035
10.6.2.5. Integration Level breakdown size & forecasts, 2025-2035
10.7. Middle East and Africa Digital Twin in Finance Market
10.7.1. UAE Digital Twin in Finance Market
10.7.1.1. Application Area breakdown size & forecasts, 2025-2035
10.7.1.2. Deployment Model breakdown size & forecasts, 2025-2035
10.7.1.3. Technology Used breakdown size & forecasts, 2025-2035
10.7.1.4. End Use Sector breakdown size & forecasts, 2025-2035
10.7.1.5. Integration Level breakdown size & forecasts, 2025-2035
10.7.2. Saudi Arabia (KSA) Digital Twin in Finance Market
10.7.2.1. Application Area breakdown size & forecasts, 2025-2035
10.7.2.2. Deployment Model breakdown size & forecasts, 2025-2035
10.7.2.3. Technology Used breakdown size & forecasts, 2025-2035
10.7.2.4. End Use Sector breakdown size & forecasts, 2025-2035
10.7.2.5. Integration Level breakdown size & forecasts, 2025-2035
10.7.3. South Africa Digital Twin in Finance Market
10.7.3.1. Application Area breakdown size & forecasts, 2025-2035
10.7.3.2. Deployment Model breakdown size & forecasts, 2025-2035
10.7.3.3. Technology Used breakdown size & forecasts, 2025-2035
10.7.3.4. End Use Sector breakdown size & forecasts, 2025-2035
10.7.3.5. Integration Level breakdown size & forecasts, 2025-2035
Chapter 11. Competitive Intelligence
11.1. Top Market Strategies
11.2. Microsoft Corporation
11.2.1. Company Overview
11.2.2. Key Executives
11.2.3. Company Snapshot
11.2.4. Financial Performance (Subject to Data Availability)
11.2.5. Product/Services Port
11.2.6. Recent Development
11.2.7. Market Strategies
11.2.8. SWOT Analysis
11.3. IBM Corporation
11.4. Oracle Corporation
11.5. SAP SE
11.6. Accenture Plc
11.7. Capgemini SE
11.8. Cognizant Technology Solutions Corp.
11.9. Amazon Web Services, Inc.
11.10. Google LLC
11.11. Tata Consultancy Services Limited
11.12. Deloitte Touche Tohmatsu Limited
11.13. Infosys Limited
11.14. Siemens AG
11.15. PTC Inc.
11.16. Ansys, Inc.
List of Tables
Table 1. Global Digital Twin in Finance Market, Report Scope
Table 2. Global Digital Twin in Finance Market Estimates & Forecasts By Region 2024–2035
Table 3. Global Digital Twin in Finance Market Estimates & Forecasts By Segment 2024–2035
Table 4. Global Digital Twin in Finance Market Estimates & Forecasts By Segment 2024–2035
Table 5. Global Digital Twin in Finance Market Estimates & Forecasts By Segment 2024–2035
Table 6. Global Digital Twin in Finance Market Estimates & Forecasts By Segment 2024–2035
Table 7. Global Digital Twin in Finance Market Estimates & Forecasts By Segment 2024–2035
Table 8. U.S. Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 9. Canada Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 10. UK Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 11. Germany Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 12. France Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 13. Spain Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 14. Italy Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 15. Rest Of Europe Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 16. China Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 17. India Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 18. Japan Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 19. Australia Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
Table 20. South Korea Digital Twin in Finance Market Estimates & Forecasts, 2024–2035
List of Figures
Fig 1. Global Digital Twin in Finance Market, Research Methodology
Fig 2. Global Digital Twin in Finance Market, Market Estimation Techniques
Fig 3. Global Market Size Estimates & Forecast Methods
Fig 4. Global Digital Twin in Finance Market, Key Trends 2025
Fig 5. Global Digital Twin in Finance Market, Growth Prospects 2024–2035
Fig 6. Global Digital Twin in Finance Market, Porter’s Five Forces Model
Fig 7. Global Digital Twin in Finance Market, Pestel Analysis
Fig 8. Global Digital Twin in Finance Market, Value Chain Analysis
Fig 9. Digital Twin in Finance Market By Application, 2025 & 2035
Fig 10. Digital Twin in Finance Market By Segment, 2025 & 2035
Fig 11. Digital Twin in Finance Market By Segment, 2025 & 2035
Fig 12. Digital Twin in Finance Market By Segment, 2025 & 2035
Fig 13. Digital Twin in Finance Market By Segment, 2025 & 2035
Fig 14. North America Digital Twin in Finance Market, 2025 & 2035
Fig 15. Europe Digital Twin in Finance Market, 2025 & 2035
Fig 16. Asia Pacific Digital Twin in Finance Market, 2025 & 2035
Fig 17. Latin America Digital Twin in Finance Market, 2025 & 2035
Fig 18. Middle East & Africa Digital Twin in Finance Market, 2025 & 2035
Fig 19. Global Digital Twin in Finance Market, Company Market Share Analysis (2025)
How Do Licenses Work?
Head shot

Questions or Comments?

Our team has the ability to search within reports to verify it suits your needs. We can also help maximize your budget by finding sections of reports you can purchase.