CHAPTER 1: INTRODUCTION
1.1. Report description
1.2. Key benefits for stakeholders
1.3. Key market segments
1.4. Research methodology
1.4.1. Secondary research
1.4.2. Primary research
1.4.3. Analyst tools & models
CHAPTER 2: EXECUTIVE SUMMARY
2.1. Key findings
2.1.1. Top impacting factors
2.1.2. Top investment pockets
2.2. CXO perspective
CHAPTER 3: MARKET OVERVIEW
3.1. Market definition and scope
3.2. Key forces shaping global AI in banking market
3.3. Case studies
3.3.1. CargoSmart adopted Tibco advance analytics solution for improving its decision-making capability by using real-time analysis
3.3.2. Honeywell International Inc. adopted data and business analytics platform of Expedien Inc. to increase productivity, lower risk costs, accelerate growth, and lower risk of organizations
3.4. Market dynamics
3.4.1. Drivers
3.4.1.1. Increase in investment by banking companies in AI and machine learning
3.4.1.2. Rise in preference for personalized financial services
3.4.1.3. Increase in collaboration between financial institutes and AI & machine learning solution company
3.4.2. Restraints
3.4.2.1. Higher deployment cost of AI and machine learning
3.4.2.2. Lack of skilled labor
3.4.3. Opportunity
3.4.3.1. Increase in government initiatives and rise in investments to leverage the AI technology
3.5. Market evolution/industry roadmap
3.6. Impact of government regulations on the global AI in banking market
3.7. COVID-19 impact analysis on AI in banking market
3.7.1. Impact on market size
3.7.2. Consumer trends, preferences, and budget impact
3.7.3. Economic impact
3.7.4. Strategies to tackle negative impact
3.7.5. Opportunity window
3.8. Key future initiatives
3.8.1. Product launches
CHAPTER 4: GLOBAL AI IN BANKING MARKET, BY COMPONENT
4.1. Overview
4.2. Solution
4.2.1. Key market trends, growth factors, and opportunities
4.2.2. Market size and forecast, by region
4.2.3. Market analysis, by country
4.2.4. AI in banking market, by solution type
4.2.4.1. Chatbot
4.2.4.1.1. Market size and forecast, by region
4.2.4.1.2. Market analysis, by country
4.2.4.2. Customer behavior analytics
4.2.4.2.1. Market size and forecast, by region
4.2.4.2.2. Market analysis, by country
4.2.4.3. Customer relationship management (CRM)
4.2.4.3.1. Market size and forecast, by region
4.2.4.3.2. Market analysis, by country
4.2.4.4. Data analytics and visualization
4.2.4.4.1. Market size and forecast, by region
4.2.4.4.2. Market analysis, by country
4.2.4.5. Fraud detection
4.2.4.5.1. Market size and forecast, by region
4.2.4.5.2. Market analysis, by country
4.2.4.6. Others
4.2.4.6.1. Market size and forecast, by region
4.2.4.6.2. Market analysis, by country
4.3. Service
4.3.1. Key market trends, growth factors, and opportunities
4.3.2. Market size and forecast, by region
4.3.3. Market analysis, by country
CHAPTER 5: GLOBAL AI IN BANKING MARKET, BY ENTERPRISE SIZE
5.1. Overview
5.2. Large Enterprise
5.2.1. Key market trends, growth factors, and opportunities
5.2.2. Market size and forecast, by region
5.2.3. Market analysis, by country
5.3. SMEs
5.3.1. Key market trends, growth factors, and opportunities
5.3.2. Market size and forecast, by region
5.3.3. Market analysis, by country
CHAPTER 6: GLOBAL AI IN BANKING MARKET, BY APPLICATION
6.1. Overview
6.2. Risk Management Compliance & Security
6.2.1. Key market trends, growth factors, and opportunities
6.2.2. Market size and forecast, by region
6.2.3. Market analysis, by country
6.3. Customer Service
6.3.1. Key market trends, growth factors, and opportunities
6.3.2. Market size and forecast, by region
6.3.3. Market analysis, by country
6.4. Back Office/Operations
6.4.1. Key market trends, growth factors, and opportunities
6.4.2. Market size and forecast, by region
6.4.3. Market analysis, by country
6.5. Financial Advisory
6.5.1. Key market trends, growth factors, and opportunities
6.5.2. Market size and forecast, by region
6.5.3. Market analysis, by country
6.6. Others
6.6.1. Key market trends, growth factors, and opportunities
6.6.2. Market size and forecast, by region
6.6.3. Market analysis, by country
CHAPTER 7: GLOBAL AI IN BANKING MARKET, BY TECHNOLOGY
7.1. Overview
7.2. Machine learning & deep learning
7.2.1. Key market trends, growth factors, and opportunities
7.2.2. Market size and forecast, by region
7.2.3. Market analysis, by country
7.3. Natural language processing (NLP)
7.3.1. Key market trends, growth factors, and opportunities
7.3.2. Market size and forecast, by region
7.3.3. Market analysis, by country
7.4. Computer vision
7.4.1. Key market trends, growth factors, and opportunities
7.4.2. Market size and forecast, by region
7.4.3. Market analysis, by country
7.5. Others
7.5.1. Key market trends, growth factors, and opportunities
7.5.2. Market size and forecast, by region
7.5.3. Market analysis, by country
CHAPTER 8: GLOBAL AI IN BANKING MARKET, BY REGION
8.1. Overview
8.1.1. Market size and forecast, by region
8.2. North America
8.2.1. Key market trends, growth factors, and opportunities
8.2.2. Market size and forecast, by component
8.2.3. Market size and forecast, by solution type
8.2.4. Market size and forecast, by enterprise size
8.2.5. Market size and forecast, by application
8.2.6. Market size and forecast, by technology
8.2.7. Market size and forecast, by country
8.2.7.1. U.S.
8.2.7.1.1. Market size and forecast, by component
8.2.7.1.2. Market size and forecast, by solution type
8.2.7.1.3. Market size and forecast, by enterprise size
8.2.7.1.4. Market size and forecast, by application
8.2.7.1.5. Market size and forecast, by technology
8.2.7.2. Canada
8.2.7.2.1. Market size and forecast, by component
8.2.7.2.2. Market size and forecast, by solution type
8.2.7.2.3. Market size and forecast, by enterprise size
8.2.7.2.4. Market size and forecast, by application
8.2.7.2.5. Market size and forecast, by technology
8.3. Europe
8.3.1. Key market trends, growth factors, and opportunities
8.3.2. Market size and forecast, by component
8.3.3. Market size and forecast, by solution type
8.3.4. Market size and forecast, by enterprise size
8.3.5. Market size and forecast, by application
8.3.6. Market size and forecast, by technology
8.3.7. Market size and forecast, by country
8.3.7.1. UK
8.3.7.1.1. Market size and forecast, by component
8.3.7.1.2. Market size and forecast, by solution type
8.3.7.1.3. Market size and forecast, by enterprise size
8.3.7.1.4. Market size and forecast, by application
8.3.7.1.5. Market size and forecast, by technology
8.3.7.2. Germany
8.3.7.2.1. Market size and forecast, by component
8.3.7.2.2. Market size and forecast, by solution type
8.3.7.2.3. Market size and forecast, by enterprise size
8.3.7.2.4. Market size and forecast, by application
8.3.7.2.5. Market size and forecast, by technology
8.3.7.3. France
8.3.7.3.1. Market size and forecast, by component
8.3.7.3.2. Market size and forecast, by solution type
8.3.7.3.3. Market size and forecast, by enterprise size
8.3.7.3.4. Market size and forecast, by application
8.3.7.3.5. Market size and forecast, by technology
8.3.7.4. Italy
8.3.7.4.1. Market size and forecast, by component
8.3.7.4.2. Market size and forecast, by solution type
8.3.7.4.3. Market size and forecast, by enterprise size
8.3.7.4.4. Market size and forecast, by application
8.3.7.4.5. Market size and forecast, by technology
8.3.7.5. Spain
8.3.7.5.1. Market size and forecast, by component
8.3.7.5.2. Market size and forecast, by solution type
8.3.7.5.3. Market size and forecast, by enterprise size
8.3.7.5.4. Market size and forecast, by application
8.3.7.5.5. Market size and forecast, by technology
8.3.7.6. Netherlands
8.3.7.6.1. Market size and forecast, by component
8.3.7.6.2. Market size and forecast, by solution type
8.3.7.6.3. Market size and forecast, by enterprise size
8.3.7.6.4. Market size and forecast, by application
8.3.7.6.5. Market size and forecast, by technology
8.3.7.7. Rest of Europe
8.3.7.7.1. Market size and forecast, by component
8.3.7.7.2. Market size and forecast, by solution type
8.3.7.7.3. Market size and forecast, by enterprise size
8.3.7.7.4. Market size and forecast, by application
8.3.7.7.5. Market size and forecast, by technology
8.4. Asia-Pacific
8.4.1. Key market trends, growth factors, and opportunities
8.4.2. Market size and forecast, by component
8.4.3. Market size and forecast, by solution type
8.4.4. Market size and forecast, by enterprise size
8.4.5. Market size and forecast, by application
8.4.6. Market size and forecast, by technology
8.4.7. Market size and forecast, by country
8.4.7.1. China
8.4.7.1.1. Market size and forecast, by component
8.4.7.1.2. Market size and forecast, by solution type
8.4.7.1.3. Market size and forecast, by enterprise size
8.4.7.1.4. Market size and forecast, by application
8.4.7.1.5. Market size and forecast, by technology
8.4.7.2. Japan
8.4.7.2.1. Market size and forecast, by component
8.4.7.2.2. Market size and forecast, by solution type
8.4.7.2.3. Market size and forecast, by enterprise size
8.4.7.2.4. Market size and forecast, by application
8.4.7.2.5. Market size and forecast, by technology
8.4.7.3. India
8.4.7.3.1. Market size and forecast, by component
8.4.7.3.2. Market size and forecast, by solution type
8.4.7.3.3. Market size and forecast, by enterprise size
8.4.7.3.4. Market size and forecast, by application
8.4.7.3.5. Market size and forecast, by technology
8.4.7.4. Australia
8.4.7.4.1. Market size and forecast, by component
8.4.7.4.2. Market size and forecast, by solution type
8.4.7.4.3. Market size and forecast, by enterprise size
8.4.7.4.4. Market size and forecast, by application
8.4.7.4.5. Market size and forecast, by technology
8.4.7.5. South Korea
8.4.7.5.1. Market size and forecast, by component
8.4.7.5.2. Market size and forecast, by solution type
8.4.7.5.3. Market size and forecast, by enterprise size
8.4.7.5.4. Market size and forecast, by application
8.4.7.5.5. Market size and forecast, by technology
8.4.7.6. Rest of Asia-Pacific
8.4.7.6.1. Market size and forecast, by component
8.4.7.6.2. Market size and forecast, by solution type
8.4.7.6.3. Market size and forecast, by enterprise size
8.4.7.6.4. Market size and forecast, by application
8.4.7.6.5. Market size and forecast, by technology
8.5. LAMEA
8.5.1. Key market trends, growth factors, and opportunities
8.5.2. Market size and forecast, by component
8.5.3. Market size and forecast, by solution type
8.5.4. Market size and forecast, by enterprise size
8.5.5. Market size and forecast, by application
8.5.6. Market size and forecast, by technology
8.5.7. Market size and forecast, by country
8.5.7.1. Latin America
8.5.7.1.1. Market size and forecast, by component
8.5.7.1.2. Market size and forecast, by solution type
8.5.7.1.3. Market size and forecast, by enterprise size
8.5.7.1.4. Market size and forecast, by application
8.5.7.1.5. Market size and forecast, by technology
8.5.7.2. Middle East
8.5.7.2.1. Market size and forecast, by component
8.5.7.2.2. Market size and forecast, by solution type
8.5.7.2.3. Market size and forecast, by enterprise size
8.5.7.2.4. Market size and forecast, by application
8.5.7.2.5. Market size and forecast, by technology
8.5.7.3. Africa
8.5.7.3.1. Market size and forecast, by component
8.5.7.3.2. Market size and forecast, by solution type
8.5.7.3.3. Market size and forecast, by enterprise size
8.5.7.3.4. Market size and forecast, by application
8.5.7.3.5. Market size and forecast, by technology
CHAPTER 9: COMPETITIVE LANDSCAPE
9.1. Key players positioning analysis, 2020
9.2. Competitive dashboard
9.3. Top winning strategies
CHAPTER 10: COMPANY PROFILE
10.1. Amazon Web Services, Inc.
10.1.1. Company overview
10.1.2. Key executives
10.1.3. Company snapshot
10.1.4. Product portfolio
10.1.5. Business performance
10.1.6. Key strategic moves and developments
10.2. BigML, Inc.
10.2.1. Company overview
10.2.2. Key executives
10.2.3. Company snapshot
10.2.4. Product portfolio
10.3. Cisco System Inc.
10.3.1. Company overview
10.3.2. Key executives
10.3.3. Company snapshot
10.3.4. Operating business segments
10.3.5. Product portfolio
10.3.6. R&D expenditure
10.3.7. Business performance
10.4. FAIR ISAAC CORPORATION
10.4.1. Company overview
10.4.2. Key executive
10.4.3. Company snapshot
10.4.4. Operating business segments
10.4.5. Product portfolio
10.4.6. R&D expenditure
10.4.7. Business performance
10.5. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP
10.5.1. Company overview
10.5.2. Key executives
10.5.3. Company snapshot
10.5.4. Operating business segments
10.5.5. Product portfolio
10.5.6. R&D expenditure
10.5.7. Business performance
10.5.8. Key strategic moves and developments
10.6. INTERNATIONAL BUSINESS MACHINES CORPORATION
10.6.1. Company overview
10.6.2. Key executives
10.6.3. Company snapshot
10.6.4. Operating business segments
10.6.5. Product portfolio
10.6.6. R&D expenditure
10.6.7. Business performance
10.6.8. Key strategic moves and developments
10.7. MICROSOFT CORPORATION
10.7.1. Company overview
10.7.2. Key executives
10.7.3. Company snapshot
10.7.4. Operating business segments
10.7.5. Product portfolio
10.7.6. R&D expenditure
10.7.7. Business performance
10.8. RapidMiner, Inc.
10.8.1. Company overview
10.8.2. Key executives
10.8.3. Company snapshot
10.8.4. Product portfolio
10.8.5. Key strategic moves and developments
10.9. SAP SE
10.9.1. Company overview
10.9.2. Key executives
10.9.3. Company snapshot
10.9.4. Operating business segments
10.9.5. Product portfolio
10.9.6. R&D expenditure
10.9.7. Business performance
10.9.8. Key strategic moves and developments
10.10. SAS INSTITUTE INC.
10.10.1. Company overview
10.10.2. Key executives
10.10.3. Company snapshot
10.10.4. Product portfolio
10.10.5. Key strategic moves and developments
List of Tables
TABLE 01. KEY NEW PRODUCT LAUNCHES (2018-2020)
TABLE 02. GLOBAL AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 03. GLOBAL AI IN BANKING MARKET REVENUE FOR SOLUTION, BY REGION, 2020-2030 ($MILLION)
TABLE 04. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 05. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR CHATBOT, BY REGION, 2020-2030 ($MILLION)
TABLE 06. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR CUSTOMER BEHAVIOR ANALYTICS, BY REGION, 2020-2030 ($MILLION)
TABLE 07. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR CUSTOMER RELATIONSHIP MANAGEMENT (CRM), BY REGION, 2020-2030 ($MILLION)
TABLE 08. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR DATA ANALYTICS AND VISUALIZATION, BY REGION, 2020-2030 ($MILLION)
TABLE 09. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR FRAUD DETECTION, BY REGION, 2020-2030 ($MILLION)
TABLE 10. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE FOR OTHERS, BY REGION, 2020-2030 ($MILLION)
TABLE 11. GLOBAL AI IN BANKING MARKET REVENUE FOR SERVICE, BY REGION, 2020-2030 ($MILLION)
TABLE 12. GLOBAL AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 13. GLOBAL AI IN BANKING MARKET REVENUE FOR LARGE ENTERPRISE, BY REGION, 2020-2030 ($MILLION)
TABLE 14. GLOBAL AI IN BANKING MARKET REVENUE FOR OFF-SITE, BY REGION, 2020-2030 ($MILLION)
TABLE 15. GLOBAL AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 16. GLOBAL AI IN BANKING MARKET REVENUE FOR RISK MANAGEMENT COMPLIANCE & SECURITY, BY REGION, 2020-2030 ($MILLION)
TABLE 17. GLOBAL AI IN BANKING MARKET REVENUE FOR CUSTOMER SERVICE, BY REGION, 2020-2030 ($MILLION)
TABLE 18. GLOBAL AI IN BANKING MARKET REVENUE FOR BACK OFFICE/OPERATIONS, BY REGION, 2020-2030 ($MILLION)
TABLE 19. GLOBAL AI IN BANKING MARKET REVENUE FOR FINANCIAL ADVISORY, BY REGION, 2020-2030 ($MILLION)
TABLE 20. GLOBAL AI IN BANKING MARKET REVENUE FOR OTHERS, BY REGION, 2020-2030 ($MILLION)
TABLE 21. GLOBAL AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 22. GLOBAL AI IN BANKING MARKET REVENUE FOR MACHINE LEARNING & DEEP LEARNING, BY REGION, 2020-2030 ($MILLION)
TABLE 23. GLOBAL AI IN BANKING MARKET REVENUE FOR NATURAL LANGUAGE PROCESSING (NLP), BY REGION, 2020-2030 ($MILLION)
TABLE 24. GLOBAL AI IN BANKING MARKET REVENUE FOR COMPUTER VISION, BY REGION, 2020-2030 ($MILLION)
TABLE 25. GLOBAL AI IN BANKING MARKET REVENUE FOR OTHERS, BY REGION, 2020-2030 ($MILLION)
TABLE 26. AI IN BANKING MARKET REVENUE, BY REGION, 2020-2030 ($MILLION)
TABLE 27. NORTH AMERICA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 28. NORTH AMERICA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 29. NORTH AMERICA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 30. NORTH AMERICA AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 31. NORTH AMERICA AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 32. NORTH AMERICA AI IN BANKING MARKET REVENUE, BY COUNTRY, 2020-2028 ($MILLION)
TABLE 33. U.S. AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 34. U.S. AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 35. U.S. AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 36. U.S. AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 37. U.S. AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 38. CANADA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 39. CANADA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 40. CANADA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 41. CANADA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 42. CANADA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 43. EUROPE AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 44. EUROPE AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 45. EUROPE AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 46. EUROPE AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 47. EUROPE AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 48. EUROPE AI IN BANKING MARKET REVENUE, BY COUNTRY, 2020-2028 ($MILLION)
TABLE 49. UK AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 50. UK AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 51. UK AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 52. UK AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 53. UK AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 54. GERMANY AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 55. GERMANY AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 56. GERMANY AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 57. GERMANY AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 58. GERMANY AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 59. FRANCE AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 60. FRANCE AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 61. FRANCE AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 62. FRANCE AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 63. FRANCE AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 64. ITALY AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 65. ITALY AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 66. ITALY AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 67. ITALY AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 68. ITALY AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 69. SPAIN AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 70. SPAIN AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 71. SPAIN AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 72. SPAIN AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 73. SPAIN AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 74. NETHERLANDS AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 75. NETHERLANDS AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 76. NETHERLANDS AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 77. NETHERLANDS AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 78. NETHERLANDS AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 79. REST OF EUROPE AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 80. REST OF EUROPE AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 81. REST OF EUROPE AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 82. REST OF EUROPE AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 83. REST OF EUROPE AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 84. ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 85. ASIA-PACIFIC AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 86. ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 87. ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 88. ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 89. ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY COUNTRY, 2020-2028 ($MILLION)
TABLE 90. CHINA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 91. CHINA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 92. CHINA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 93. CHINA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 94. CHINA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 95. JAPAN AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 96. JAPAN AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 97. JAPAN AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 98. JAPAN AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 99. JAPAN AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 100. INDIA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 101. INDIA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 102. INDIA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 103. INDIA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 104. INDIA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 105. AUSTRALIA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 106. AUSTRALIA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 107. AUSTRALIA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 108. AUSTRALIA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 109. AUSTRALIA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 110. SOUTH KOREA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 111. SOUTH KOREA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 112. SOUTH KOREA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 113. SOUTH KOREA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 114. SOUTH KOREA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 115. REST OF ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 116. REST OF ASIA-PACIFIC AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 117. REST OF ASIA-PACIFIC AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 118. REST OF ASIA-PACIFIC AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 119. REST OF ASIA-PACIFIC AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 120. LAMEA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 121. LAMEA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 122. LAMEA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 123. LAMEA AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 124. LAMEA AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 125. LAMEA AI IN BANKING MARKET REVENUE, BY COUNTRY, 2020-2028 ($MILLION)
TABLE 126. LATIN AMERICA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 127. LATIN AMERICA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 128. LATIN AMERICA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 129. LATIN AMERICA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 130. LATIN AMERICA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 131. MIDDLE EAST AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 132. MIDDLE EAST AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 133. MIDDLE EAST AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 134. MIDDLE EAST AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 135. MIDDLE EAST AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 136. AFRICA AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
TABLE 137. AFRICA AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
TABLE 138. AFRICA AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
TABLE 139. AFRICA AI IN BANKING SERVICE MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
TABLE 140. AFRICA AI IN BANKING SERVICE MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
TABLE 141. AMAZON WEB SERVICES, INC.: KEY EXECUTIVES
TABLE 142. AMAZON WEB SERVICES, INC.: COMPANY SNAPSHOT
TABLE 143. AMAZON WEB SERVICES, INC.: PRODUCT PORTFOLIO
TABLE 144. AMAZON WEB SERVICES, INC.: KEY STRATEGIC MOVES AND DEVELOPMENTS
TABLE 145. BIGML, INC.: KEY EXECUTIVES
TABLE 146. BIGML, INC.: COMPANY SNAPSHOT
TABLE 147. BIGML, INC.: PRODUCT PORTFOLIO
TABLE 148. CISCO SYSTEM INC.: KEY EXECUTIVES
TABLE 149. CISCO SYSTEM INC.: COMPANY SNAPSHOT
TABLE 150. CISCO SYSTEM INC.: OPERATING SEGMENTS
TABLE 151. CISCO SYSTEM INC.: PRODUCT PORTFOLIO
TABLE 152. FAIR ISAAC CORPORATION: KEY EXECUTIVE
TABLE 153. FAIR ISAAC CORPORATION: COMPANY SNAPSHOT
TABLE 154. FAIR ISAAC CORPORATION: OPERATING SEGMENTS
TABLE 155. FAIR ISAAC CORPORATION: PRODUCT PORTFOLIO
TABLE 156. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: KEY EXECUTIVES
TABLE 157. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: COMPANY SNAPSHOT
TABLE 158. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: OPERATING SEGMENTS
TABLE 159. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: PRODUCT PORTFOLIO
TABLE 160. INTERNATIONAL BUSINESS MACHINES CORPORATION: KEY EXECUTIVES
TABLE 161. INTERNATIONAL BUSINESS MACHINES CORPORATION: COMPANY SNAPSHOT
TABLE 162. INTERNATIONAL BUSINESS MACHINES CORPORATION: OPERATING SEGMENTS
TABLE 163. IBM CORPORATION: PRODUCT PORTFOLIO
TABLE 164. MICROSOFT CORPORATION: KEY EXECUTIVES
TABLE 165. MICROSOFT CORPORATION: COMPANY SNAPSHOT
TABLE 166. MICROSOFT CORPORATION: OPERATING SEGMENTS
TABLE 167. MICROSOFT CORPORATION: PRODUCT PORTFOLIO
TABLE 168. RAPIDMINER, INC.: KEY EXECUTIVES
TABLE 169. RAPIDMINER, INC.: COMPANY SNAPSHOT
TABLE 170. RAPIDMINER, INC.: PRODUCT PORTFOLIO
TABLE 171. SAP SE: KEY EXECUTIVES
TABLE 172. SAP SE: COMPANY SNAPSHOT
TABLE 173. SAP SE: OPERATING SEGMENTS
TABLE 174. SAP SE: PRODUCT PORTFOLIO
TABLE 175. SAS INSTITUTE INC.: KEY EXECUTIVES
TABLE 176. SAS INSTITUTE INC.: COMPANY SNAPSHOT
TABLE 177. SAS INSTITUTE INC.: PRODUCT PORTFOLIO
List of Figures
FIGURE 01. KEY MARKET SEGMENTS
FIGURE 02. GLOBAL AI IN BANKING MARKET SNAPSHOT, BY SEGMENTATION, 2021-2030
FIGURE 03. AI IN BANKING MARKET SNAPSHOT, BY REGION, 2021-2030
FIGURE 04. TOP IMPACTING FACTORS
FIGURE 05. TOP INVESTMENT POCKETS
FIGURE 06. MODERATE-TO-HIGH BARGAINING POWER OF SUPPLIERS
FIGURE 07. LOW-TO-HIGH BARGAINING POWER OF BUYERS
FIGURE 08. MODERATE-TO-HIGH THREAT OF SUBSTITUTES
FIGURE 09. MODERATE-TO-HIGH THREAT OF NEW ENTRANTS
FIGURE 10. LOW-TO-MODERATE COMPETITIVE RIVALRY
FIGURE 11. MARKET EVOLUTION/INDUSTRY ROADMAP
FIGURE 12. GLOBAL AI IN BANKING MARKET REVENUE, BY COMPONENT, 2020-2030 ($MILLION)
FIGURE 13. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR SOLUTION, BY COUNTRY, 2020 & 2030(%)
FIGURE 14. GLOBAL AI IN BANKING SOLUTION MARKET REVENUE, BY TYPE, 2020-2030 ($MILLION)
FIGURE 15. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR CHATBOT, BY COUNTRY, 2020 & 2030(%)
FIGURE 16. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR CUSTOMER BEHAVIOR ANALYTICS, BY COUNTRY, 2020 & 2030(%)
FIGURE 17. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR CUSTOMER RELATIONSHIP MANAGEMENT (CRM), BY COUNTRY, 2020 & 2030(%)
FIGURE 18. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR DATA ANALYTICS AND VISUALIZATION, BY COUNTRY, 2020 & 2030(%)
FIGURE 19. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR FRAUD DETECTION, BY COUNTRY, 2020 & 2030(%)
FIGURE 20. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING SOLUTION MARKET FOR OTHERS, BY COUNTRY, 2020 & 2030(%)
FIGURE 21. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR SERVICE, BY COUNTRY, 2020 & 2030(%)
FIGURE 22. GLOBAL AI IN BANKING MARKET REVENUE, BY ENTERPRISE SIZE, 2020-2030 ($MILLION)
FIGURE 23. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR LARGE ENTERPRISE, BY COUNTRY, 2020 & 2030(%)
FIGURE 24. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR OFF-SITE, BY COUNTRY, 2020 & 2030(%)
FIGURE 25. GLOBAL AI IN BANKING MARKET REVENUE, BY APPLICATION, 2020-2030 ($MILLION)
FIGURE 26. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR RISK MANAGEMENT COMPLIANCE & SECURITY, BY COUNTRY, 2020 & 2030(%)
FIGURE 27. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR CUSTOMER SERVICE, BY COUNTRY, 2020 & 2030(%)
FIGURE 28. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR BACK OFFICE/OPERATIONS, BY COUNTRY, 2020 & 2030(%)
FIGURE 29. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR FINANCIAL ADVISORY, BY COUNTRY, 2020 & 2030(%)
FIGURE 30. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR OTHERS, BY COUNTRY, 2020 & 2030(%)
FIGURE 31. GLOBAL AI IN BANKING MARKET REVENUE, BY TECHNOLOGY, 2020-2030 ($MILLION)
FIGURE 32. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR MACHINE LEARNING & DEEP LEARNING, BY COUNTRY, 2020 & 2030(%)
FIGURE 33. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR NATURAL LANGUAGE PROCESSING (NLP), BY COUNTRY, 2020 & 2030(%)
FIGURE 34. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR COMPUTER VISION, BY COUNTRY, 2020 & 2030(%)
FIGURE 35. COMPARATIVE SHARE ANALYSIS OF GLOBAL AI IN BANKING MARKET FOR OTHERS, BY COUNTRY, 2020 & 2030(%)
FIGURE 36. U.S. AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 37. CANADA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 38. UK AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 39. GERMANY AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 40. FRANCE AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 41. ITALY AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 42. SPAIN AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 43. NETHERLANDS AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 44. REST OF EUROPE AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 45. CHINA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 46. JAPAN AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 47. INDIA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 48. AUSTRALIA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 49. SOUTH KOREA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 50. REST OF ASIA-PACIFIC AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 51. LATIN AMERICA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 52. MIDDLE EAST AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 53. AFRICA AI IN BANKING MARKET REVENUE, 2020-2030 ($MILLION)
FIGURE 54. KEY PLAYER POSITIONING ANALYSIS: GLOBAL AI IN BANKING MARKET
FIGURE 55. COMPETITIVE DASHBOARD
FIGURE 56. COMPETITIVE DASHBOARD
FIGURE 57. COMPETITIVE HEATMAP OF KEY PLAYERS
FIGURE 58. TOP WINNING STRATEGIES, BY YEAR, 2020-2021
FIGURE 59. TOP WINNING STRATEGIES, BY DEVELOPMENT, 2019-2021
FIGURE 60. TOP WINNING STRATEGIES, BY COMPANY, 2020-2021
FIGURE 61. AMAZON WEB SERVICES, INC.: REVENUE, 2018-2020 ($MILLION)
FIGURE 62. AMAZON WEB SERVICES, INC.: REVENUE SHARE BY REGION, 2020 (%)
FIGURE 63. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 64. CISCO SYSTEM INC.: REVENUE, 2018-2020 ($MILLION)
FIGURE 65. CISCO SYSTEM INC.: REVENUE SHARE BY SEGMENT, 2020 (%)
FIGURE 66. CISCO SYSTEM INC.: REVENUE SHARE BY REGION, 2020 (%)
FIGURE 67. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 68. FAIR ISAAC CORPORATION: REVENUE, 2018-2020 ($MILLION)
FIGURE 69. FAIR ISAAC CORPORATION: REVENUE SHARE BY SEGMENT, 2020 (%)
FIGURE 70. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 71. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: REVENUE, 2018-2020 ($MILLION)
FIGURE 72. HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP: REVENUE SHARE BY REGION, 2020 (%)
FIGURE 73. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 74. INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE, 2018-2020 ($MILLION)
FIGURE 75. INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE SHARE BY SEGMENT, 2020 (%)
FIGURE 76. INTERNATIONAL BUSINESS MACHINES CORPORATION: REVENUE SHARE BY REGION, 2020 (%)
FIGURE 77. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 78. MICROSOFT CORPORATION: REVENUE, 2019-2020 ($MILLION)
FIGURE 79. MICROSOFT CORPORATION: REVENUE SHARE BY SEGMENT, 2020 (%)
FIGURE 80. MICROSOFT CORPORATION: REVENUE SHARE BY REGION, 2020 (%)
FIGURE 81. R&D EXPENDITURE, 2018-2020 ($MILLION)
FIGURE 82. SAP SE: REVENUE, 2018-2020 ($MILLION)
FIGURE 83. SAP SE: REVENUE SHARE BY SEGMENT, 2020 (%)
FIGURE 84. SAP SE: REVENUE SHARE BY REGION, 2020 (%)
