Cognitive Systems Spending Market

Cognitive Systems Spending Market: Banking Application Segment Expected to Witness Significantly High Market Attractiveness During the Forecast Period: Global Industry Analysis and Opportunity Assessment, 2016-2026

Banking segment expected to expand at a higher CAGR over the forecast period

In banking, cognitive systems are used for customer service, advisory and decision-making support, investment consulting, and others. The banking sector is the most attractive vertical segment in the global cognitive systems spending market. In terms of value, the banking segment is expected to gain a significant BPS in the global cognitive systems spending market over the forecast period. The banking segment was estimated to account for more than 20% value share towards the end of 2016 and is expected to expand at a high CAGR of 15.5% than other segments of the global cognitive systems spending market during the period of forecast. The banking segment is expected to represent absolute $ opportunity of more than US$ 400 Mn between 2016 and 2026. Our report also indicates that the banking segment is estimated to account for more than 30% value share in the global cognitive systems spending market by 2026 end, followed by the healthcare segment.

Ability to diffuse huge data in the banking sector likely to boost the global cognitive systems spending market

The global cognitive systems spending market is experiencing numerous technological advancements permitted with exceptional features for several industries especially in the banking sector. Cognitive systems with high-definition technology can help in determining the world’s most composite data analysis difficulties by entering into the complexity of exploiting the power of big data, machine learning, natural language processing, and automated reasoning technology. Some advances in technology would further benefit the diffusion of big data, thereby booming the growth of the global cognitive systems spending market in the forecast period. Another factor which is driving the growth of the global cognitive systems spending market is the challenge that most banks and financial institutions are facing in the present scenario. Banks have too much data and too little insight. That usually comes from using traditional analytical systems, which focus on examining historical data from relational databases and reporting answers to user queries. Cognitive analytics, in contrast, allows crunching a company’s big data as well as external information sources to forecast future events and behaviours as well as gives recommendations on the most rational behaviour in a given context. Cognitive systems allow conducting what-if analyses to predict the effect of potential changes in business strategies.

  • Natural language processing technology is the most adaptable technology in the banking sector for cognitive systems due to its easy and advanced language conversation process and is therefore boosting the growth of the global cognitive systems spending market

  • Improvements in the variety, efficiency, and reliability of machine learning will make cognitive systems more usable and stable in the banking segment and thereby help increase their popularity. This machine learning improvement is a step forward in directing non-human operating cognitive systems, which are contributing to the growth of the market.

  • The recognition and widespread acceptance of consumer-based intelligent assistant applications in the banking segment will drive sales of enterprise-based cognitive systems

North America expected to expand at a higher CAGR during the forecast period in the banking segment

In terms of value, the banking segment was estimated to account for more than 20% value share by 2016 end and is expected to expand at a CAGR of 15.5% during the forecast period in North America. Banking segment is expected to witness comparatively high Y-o-Y growth rates ranging from 14.3% to 15.5% over 2016–2026. In Latin America, the banking segment is lagging behind while healthcare and education sectors are ahead and expect to exhibit a higher CAGR during the forecast period. In Western Europe, the banking sector is the second largest segment in terms of value after the manufacturing segment, which is expected to exhibit a higher CAGR during the forecast period.

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IBM grabs more than 50% share in the global cognitive systems spending market

International Business Machines Corp (IBM) holds a market share in excess of 50% in the global cognitive systems spending market. The company is dominating the global market in banking along with hospital, manufacturing, and education cognitive systems. IBM Corporation aims to expand its presence in the Middle East and Africa having recently launched its offices in Kuwait, Saudi Arabia, Qatar, Angola, Nigeria, Kenya, Senegal, and Tanzania in order to strengthen its business in these regions.

In its recently published report, “Cognitive Systems Spending Market: Global Industry Analysis and Opportunity Assessment, 2016-2026,” Future Market Insights presents an outlook of the global cognitive systems spending market for a projected period of 10 years (2016 – 2026). The primary objective of the report is to offer updates on market opportunities and to understand the growth and performance of the key segments of the global cognitive systems spending market. Through extensive research, our analysts have studied how the different market dynamics are likely to impact the current and future scenario of the global cognitive systems spending market, thereby providing useful insights to market players to plan their differentiating strategies capable of evolving with the changing market landscape. We have analysed the key trends, drivers and restraints from the supply and demand perspectives. Impact analysis of key growth drivers and restraints based on the weighted average model is included in the report to better equip and arm clients with crystal-clear decision-making insights. While researching this report, our analysts have studied the market extensively and have identified multiple drivers, restraints, and trends that are expected to influence the global cognitive systems spending market and consequently the business operations of the leading and second-in-line players functioning in the global cognitive systems spending market.

Unique report structure

Our report on the global cognitive systems spending market for the period 2016-2026 starts with an overview of the market followed by definitions, cognitive systems’ process flow model and cognitive systems’ ecosystem. Our analysts present the executive summary along with market taxonomy where we segment the global cognitive systems spending market on the basis of product type, technology type, deployment type, verticals and region. We also offer our independent analysis of various factors, challenges, and market trends that we feel will define the market in the next few years. The following sections consist of parent market overview, value chain analysis and impact analysis.   

We have devoted the last section of the report to study the market performance of some of the top companies operating in the global cognitive systems spending market. We have profiled a few of the leading market players and presented a detailed analysis of their overall business performance and a comprehensive evaluation of their short-term and long-term business and go-to-market strategies. This section is intended to provide report audiences with a dashboard view of the competitive landscape of the global cognitive systems spending market.

The report is categorically divided into five sections namely – by product type, by deployment type, by technology type, by verticals, and by region – to understand and offer useful insights on the global cognitive systems spending market. The report provides analysis of the global cognitive systems spending market in terms of market value (US$ Mn).

Market segmentation

By Product Type

By Deployment Type

By Technology Type

By Verticals

By Region Type

  • Hardware

  • Software

  • Services

  • Public

  • On-Premise

  • Natural Language Processing

  • Machine Learning

  • Automated Reasoning

  •  Banking

  •  Education

  •  Government

  •  Healthcare

  •  Insurance

  •  Manufacturing

  •  Securities and Investment Services

  •  Telecommunications

  •  Transportation

  •  Other Industries (Cross industries, Discrete manufacturing, Process manufacturing, Retail)

  •  North America

  •  Latin America

  •  Eastern Europe

  •  Western Europe

  •  Asia Pacific Excluding Japan

  •  Japan

  •  Middle East and Africa

Our unique research methodology

Yearly change in inflation rate has not been considered while forecasting market numbers. The product-wise weighted Average Selling Price (ASP) has been considered to deduce market values. While researching this report a top-down approach has been used to assess market numbers for each product category, while bottom-up approach has been used to counter validate market estimations. Macro-economic indicators such as GDP, construction industry output, construction spending, packaging market, adhesive industry growth have also been considered while forecasting this market. We have done in-depth secondary research to ascertain overall market size, top industry players, and top products. In order to conduct expert industry interviews, Future Market Insights has formulated a detailed discussion guide, and our analysts have conducted one-on-one interviews with top industry experts, industry players and distributors.

Market analysis based on key growth parameters

It is imperative to note that in an ever-fluctuating global economy, we not only conduct forecasts in terms of CAGR but also analyse the market on the basis of key parameters such as Year-on-Year (Y-o-Y) growth to understand the predictability of the market and to identify the right opportunities in the global cognitive systems spending market. Another key feature of this report is the analysis of the global cognitive systems spending market by region, applications deployment, technology, and product type and its revenue forecast in terms of absolute dollar opportunity. This is usually overlooked while forecasting the market. However, absolute dollar opportunity is critical in assessing the level of opportunity that a provider can look to achieve, and also to identify potential resources from a sales perspective in the global cognitive systems spending market. Further, in order to understand the different market categories in terms of growth and performance of the global cognitive systems spending market, Future Market Insights has developed a unique market attractiveness index to help providers identify real market opportunities across the global cognitive systems spending market.

Table Of Content

1. Executive Summary

2. Market Introduction

2.1. Market Definition

2.2. Market Taxonomy

2.3. Technology Roadmap

2.4. Parent Market Overview

3. Cognitive Systems Spending Market Analysis Scenario

3.1. Pricing Analysis

3.2. Market Size (US$ Mn) and Forecast

3.2.1. Market Size and Y-o-Y Growth

3.2.2. Absolute $ Opportunity

3.3. Market Overview

3.3.1. Value Chain

4. Market Dynamics

4.1. Drivers

4.2. Restraints

4.3. Forecast Factors – Relevance and Impact

5. Global Cognitive Systems Spending Market Analysis and Forecast, By Product Type

5.1. Introduction

5.1.1. Basis Point Share (BPS) Analysis By Product Type

5.1.2. Y-o-Y Growth Projections By Product Type

5.2. Market Size (US$ Mn) Forecast By Product Type

5.2.1. Hardware

5.2.2. Software

5.2.3. Services

5.3. Market Attractiveness Analysis By Product Type

5.4. Prominent Trends

6. Global Cognitive Systems Spending Market Analysis and Forecast, By Deployment

6.1. Introduction

6.1.1. Basis Point Share (BPS) Analysis By Deployment

6.1.2. Y-o-Y Growth Projections By Deployment

6.2. Market Size (US$ Mn) Forecast By Deployment

6.2.1. Public

6.2.2. On-premise

6.3. Market Attractiveness Analysis By Deployment

6.4. Prominent Trends

7. Global Cognitive Systems Spending Market Analysis and Forecast, By Technology

7.1. Introduction

7.1.1. Basis Point Share (BPS) Analysis By Technology

7.1.2. Y-o-Y Growth Projections By Technology

7.2. Market Size (US$ Mn) Forecast By Technology

7.2.1. Natural Language Processing

7.2.2. Machine Learning

7.2.3. Automated Reasoning

7.3. Market Attractiveness Analysis By Technology

7.4. Prominent Trends

8. Global Cognitive Systems Spending Market Analysis and Forecast, By Application

8.1. Introduction

8.1.1. Basis Point Share (BPS) Analysis By Application

8.1.2. Y-o-Y Growth Projections By Application

8.2. Market Size (US$ Mn) Forecast By Application

8.2.1. Banking

8.2.2. Education

8.2.3. Government

8.2.4. Healthcare

8.2.5. Insurance

8.2.6. Manufacturing

8.2.7. Security and Investment

8.2.8. Telecommunications

8.2.9. Transportation

8.2.10. Others

8.3. Market Attractiveness Analysis By Application

8.4. Prominent Trends

9. Global Cognitive Systems Spending Market Analysis and Forecast, By Region

9.1. Introduction

9.1.1. Basis Point Share (BPS) Analysis By Region

9.1.2. Y-o-Y Growth Projections By Region

9.2. Market Size (US$ Mn) Forecast By Region

9.2.1. North America

9.2.2. Latin America

9.2.3. Western Europe

9.2.4. Eastern Europe

9.2.5. Asia Pacific Excl. Japan (APEJ)

9.2.6. Japan

9.2.7. Middle East and Africa (MEA)

9.3. Market Attractiveness Analysis By Region

10. North America Cognitive Systems Spending Market Analysis and Forecast

10.1. Introduction

10.1.1. Basis Point Share (BPS) Analysis By Country

10.1.2. Y-o-Y Growth Projections By Country

10.2. Market Size (US$ Mn) Forecast By Country

10.2.1. U.S.

10.2.2. Canada

10.3. Market Size (US$ Mn) Forecast By Product Type

10.3.1. Hardware

10.3.2. Software

10.3.4. Services

10.4. Market Size (US$ Mn) Forecast By Deployment

10.4.1. Public

10.4.2. On-premise

10.5. Market Size (US$ Mn) Forecast By Technology

10.5.1. Natural Language Processing

10.5.2. Machine Learning

10.5.3. Automated Reasoning

10.6. Market Size (US$ Mn) Forecast By Application

10.6.1. Banking

10.6.2. Education

10.6.3. Government

10.6.4 Healthcare

10.6.5. Insurance

10.6.6. Manufacturing

10.6.7. Security and Investment

10.6.8. Telecommunications

10.6.9. Transportation

10.6.10. Others

10.7.Market Attractiveness Analysis

10.7.1. By Country

10.7.2. By Product Type

10.7.3. By Deployment

10.7.4. By Technology

10.7.5. By Application

10.8. Prominent Trends

11. Latin America Cognitive Systems Spending Market Analysis and Forecast

11.1. Introduction

11.1.1. Basis Point Share (BPS) Analysis By Country

11.1.2. Y-o-Y Growth Projections By Country

11.2. Market Size (US$ Mn) and Volume ('000 Units) Forecast By Country

11.2.1. Argentina

11.2.2. Mexico

11.2.3. Brazil

11.2.4. Rest of Latin America

11.3. Market Size (US$ Mn) Forecast By Product Type

11.3.1. Hardware

11.3.2. Software

11.3.3. Services

11.4. Market Size (US$ Mn) Forecast By Deployment

11.4.1. Public

11.4.2. On-premise

11.5. Market Size (US$ Mn) Forecast By Technology

11.5.1. Natural Language Processing

11.5.2. Machine Learning

11.5.3. Automated Reasoning

11.6. Market Size (US$ Mn) Forecast By Application

11.6.1. Banking

11.6.2. Education

11.6.3. Government

11.6.4 Healthcare

11.6.5. Insurance

11.6.6. Manufacturing

11.6.7. Security and Investment

11.6.8. Telecommunications

11.6.9. Transportation

11.6.10. Others

11.7. Market Attractiveness Analysis

11.7.1. By Country

11.7.2. By Product Type

11.7.3. By Deployment

11.7.4. By Technology

11.7.5. By Application

11.8. Prominent Trends

12. Western Europe Cognitive Systems Spending Market Analysis and Forecast

12.1. Introduction

12.1.1. Basis Point Share (BPS) Analysis By Country

12.1.2. Y-o-Y Growth Projections By Country

12.2. Market Size (US$ Mn) and Volume ('000 Units) Forecast By Country

12.2.1. EU5

12.2.2. Nordic

12.2.3. Benelux

12.2.4. Rest of Western Europe

12.3. Market Size (US$ Mn) Forecast By Product Type

12.3.1. Hardware

12.3.2. Software

12.3.3. Services

12.4. Market Size (US$ Mn) Forecast By Deployment

12.4.1. Public

12.4.2. On-premise

12.5. Market Size (US$ Mn) Forecast By Technology

12.5.1. Natural Language Processing

12.5.2. Machine Learning

12.5.3. Automated Reasoning

12.6. Market Size (US$ Mn) Forecast By Application

12.6.1. Banking

12.6.2. Education

12.6.3. Government

12.6.4 Healthcare

12.6.5. Insurance

12.6.6. Manufacturing

12.6.7. Security and Investment

12.6.8. Telecommunications

12.6.9. Transportation

12.6.10. Others

12.7 Market Attractiveness Analysis

12.7.1. By Country+A207A183:A214

12.7.2. By Deployment

12.7.3. By Components

12.7.4. By Business mode

12.7.5. By Application

13. Eastern Europe Cognitive Systems Spending Market Analysis and Forecast

13.1. Introduction

13.1.1. Basis Point Share (BPS) Analysis By Country

13.1.2. Y-o-Y Growth Projections By Country

13.2. Market Size (US$ Mn) and Volume ('000 Units) Forecast By Country

13.2.1. Poland

13.2.2. Russia

13.2.3. Rest of Eastern Europe

13.3. Market Size (US$Mn) Forecast By Product Type

13.3.1. Hardware

13.3.2. Software

13.3.3. Services

13.4. Market Size (US$ Mn) Forecast By Deployment

13.4.1. Public

13.4.2. On-premise

13.5. Market Size (US$ Mn) Forecast By Technology

13.5.1. Natural Language Processing

13.5.2. Machine Learning

13.5.3. Automated Reasoning

13.6. Market Size (US$ Mn) Forecast By Application

13.6.1. Banking

13.6.2. Education

13.6.3. Government

13.6.4 Healthcare

13.6.5. Insurance

13.6.6. Manufacturing

13.6.7. Security and Investment

13.6.8. Telecommunications

13.6.9. Transportation

13.6.10. Others

13.7. Market Attractiveness Analysis

13.6.1. By Country

13.6.2. By Product Type

13.6.3. By Deployment

13.6.4. By Technology

13.6.5. By Application

13.8. Prominent Trends

14. Asia-Pacific Excl. Japan (APEJ) Cognitive Systems Spending Market Analysis and Forecast

14.1. Introduction

14.1.1. Basis Point Share (BPS) Analysis By Country

14.1.2. Y-o-Y Growth Projections By Country

14.2. Market Size (US$ Mn) and Volume ('000 Units) Forecast By Country

14.2.1. China

14.2.2. India

14.2.3. ASEAN

14.2.4. Oceania

14.2.5. Rest of APEJ

14.3. Market Size (US$+155:176 Mn) Forecast By Product Type

14.3.1. Hardware

14.3.2. Software

14.3.3. Services

14.4. Market Size (US$ Mn) Forecast By Deployment

14.4.1. Public

14.4.2. On-premise

14.5. Market Size (US$ Mn) Forecast By Technology

14.5.1. Natural Language Processing

14.5.2. Machine Learning

14.5.3. Automated Reasoning

14.6. Market Size (US$ Mn) Forecast By Application

14.6.1. Banking

14.6.2. Education

14.6.3. Government

14.6.4 Healthcare

14.6.5. Insurance

14.6.6. Manufacturing

14.6.7. Security and Investment

14.6.8. Telecommunications

14.6.9. Transportation

14.6.10. Others

14.7. Market Attractiveness Analysis

14.7.1. By Country

14.7.2. By Product Type

14.7.3. By Deployment

14.7.4. By Technology

14.7.5. By Application

14.8. Prominent Trends

15. Japan Cognitive Systems Spending Market Analysis and Forecast

15.1. Introduction

15.1.1. Basis Point Share (BPS) Analysis By Country

15.1.2. Y-o-Y Growth Projections By Country

15.2. Market Size (US$ Mn) Forecast By Product Type

15.2.1. Hardware

15.2.2. Software

15.2.4. Services

15.3. Market Size (US$ Mn) Forecast By Deployment

15.3.1. Public

15.3.2. On-premise

15.4. Market Size (US$ Mn) Forecast By Technology

15.4.1. Natural Language Processing

15.4.2. Machine Learning

15.4.3. Automated Reasoning

15.5. Market Size (US$ Mn) Forecast By Application

15.5.1. Banking

15.5.2. Education

15.5.3. Government

15.5.4 Healthcare

15.5.5. Insurance

15.5.6. Manufacturing

15.5.7. Security and Investment

15.5.8. Telecommunications

15.5.9. Transportation

15.5.10. Others

15.6. Market Attractiveness Analysis

15.6.1. By Country

15.6.2. By Product Type

15.6.3. By Deployment

15.6.4. By Technology

15.6.5. By Application

15.7. Prominent Trends

16. Middle-East and Africa Cognitive Systems Spending Market Analysis and Forecast

16.1. Introduction

16.1.1. Basis Point Share (BPS) Analysis By Country

16.1.2. Y-o-Y Growth Projections By Country

16.2. Market Size (US$ Mn) and Volume ('000 Units) Forecast By Country

16.2.1. GCC

16.2.2. South Africa

16.2.3. Israel

16.2.4. Turkey

16.2.5. Rest of MEA

16.3. Market Size (US$ Mn) Forecast By Product Type

16.3.1. Hardware

16.3.2. Software

16.3.3. Services

16.4. Market Size (US$ Mn) Forecast By Deployment

16.4.1. Public

16.4.2. On-premise

16.5. Market Size (US$ Mn) Forecast By Technology

16.5.1. Natural Language Processing

16.5.2. Machine Learning

16.5.3. Automated Reasoning

16.6. Market Size (US$ Mn) Forecast By Application

16.6.1. Banking

16.6.2. Education

16.6.3. Government

16.6.4 Healthcare

16.6.5. Insurance

16.6.6. Manufacturing

16.6.7. Security and Investment

16.6.8. Telecommunications

16.6.9. Transportation

16.6.10. Others

16.7. Market Attractiveness Analysis

16.7.1. By Country

16.7.2. By Product Type

16.7.3. By Deployment

16.7.4. By Technology

16.7.5. By Application

16.8. Prominent Trends

17. Competition Landscape

17.1. Competition Dashboard

17.2. Company Profiles (Details – Overview, Financials, Strategy, Recent Developments)

17.3. Market Share Analysis

17.4. Market Structure Analysis

17.5. Global Players

17.5.1. International Business Machines Corp (IBM)

17.5.2. Accenture Plc. 

17.5.3. HP Inc

17.5.4. Microsoft

17.5.5. Intel Corporation

17.5.6. Attivio

17.5.7. Wipro Limited

17.5.8.COGNITIVE SCALE INC

17.5.9. IPSOFT INC

17.5.10. Others

18. Assumptions and Acronyms Used

19. Research Methodology

List of Tables

Table 01: Global Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 02: Global Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment Type, 2015–2026

Table 03: Global Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 04: Global Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 05: Global Cognitive Systems Spending Value (US$ Mn) Analysis by Region, 2015–2026

Table 06: North America Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 07: North America Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 08: North America Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 09: North America Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 10: North America Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

Table 11: Latin America Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 12: Latin America Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 13: Latin America Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 14: Latin America Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 15: Latin America Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

Table 16: Western Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 17: Western Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 18: Western Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 19: Western Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 20: Western Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

Table 21: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 22: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 23: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 24: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 25: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

Table 26: APEJ Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 27: APEJ Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 28: APEJ Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 29: APEJ Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 30: APEJ Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

Table 31: Japan Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 32: Japan Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 33: Japan Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 34: Japan Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 35: MEA Cognitive Systems Spending Value (US$ Mn) Analysis by Product Type, 2015–2026

Table 36: MEA Cognitive Systems Spending Value (US$ Mn) Analysis by Deployment, 2015–2026

Table 37: MEA Cognitive Systems Spending Value (US$ Mn) Analysis by Technology, 2015–2026

Table 38: MEA Cognitive Systems Spending Value (US$ Mn) Analysis by Application, 2015–2026

Table 39: MEA Cognitive Systems Spending Value (US$ Mn) Analysis by Country, 2015–2026

List of Figures

Figure 01: Parent Market Overview, 2016

Figure 02: Global Cognitive Systems Spending Size Forecast, 2015-2026 (US$ Mn) 

Figure 03: Global Cognitive Systems Spending Incremental $ Opportunity (US$ Mn) 2016 & 2026 

Figure 04: Global Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 05: Global Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 06: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), By Hardware, 2015–2026

Figure 07: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Software, 2015–2026

Figure 08: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Services, 2015–2026

Figure 09: Global Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 10: Global Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 11: Global Cognitive Systems Spending Value  Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 12: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), By public, 2015–2026

Figure 13: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by on-premise, 2015–2026

Figure 14: Global Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 15: Global Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 16: Global Cognitive Systems Spending Value  Y-o-Y Growth (%) by Technology, 2015–2026

Figure 17: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Natural Language Processing, 2015–2026

Figure 18: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Machine Learning, 2015–2026

Figure 19: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Automated Reasoning, 2015–2026

Figure 20: Global Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 21: Global Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 22: Global Cognitive Systems Spending Value  Y-o-Y Growth (%) by Application, 2015–2026

Figure 23: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn),by Banking, 2015–2026

Figure 24: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Education, 2015–2026

Figure 25: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Government, 2015–2026

Figure 26: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Healthcare, 2015–2026

Figure 27: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Insurance, 2015–2026

Figure 28: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Manufacturing, 2015–2026

Figure 29: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Securities and investment services, 2015–2026

Figure 30: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Telecommunications, 2015–2026

Figure 31: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Transportation, 2015–2026

Figure 32: Global Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), by Others, 2015–2026

Figure 33: Global Cognitive Systems Spending Attractiveness by Application, 2026

Figure 34: Global Cognitive Systems Spending Value (US$ Mn) by Region, 2016 & 2026

Figure 35: Global Cognitive Systems Spending Value BPS Analysis by  region, 2016 & 2026

Figure 36: Global Cognitive Systems Spending Value  Y-o-Y Growth (%) by region, 2015–2026

Figure 37: Global Cognitive Systems Spending Attractiveness, by Region, 2026

Figure 38: North America Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 39: North America Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 40: North America Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 41: North America Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 42: North America Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 43: North America Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 44: North America Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 45: North America Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 46: North America Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 47: North America Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 48: U.S. Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 49: Canada Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 50: North America Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 51: North America Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 52: North America Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 53: North America Cognitive Systems Spending Attractiveness by Application, 2026

Figure 54: North America Cognitive Systems Spending Attractiveness by Country, 2026

Figure 55: Latin America Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 56: Latin America Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 57: Latin America Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 58: Latin America Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 59: Latin America Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 60: Latin America Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 61: Latin America Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 62: Latin America Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 63: Latin America Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 64: Latin America Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 65: Argentina Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 66: Canada Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 67: Brazil Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 68: Rest of Latin America cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 69: Latin America Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 70: Latin America Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 71: Latin America Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 72: Latin America Cognitive Systems Spending Attractiveness by Application, 2026

Figure 73: Latin America Cognitive Systems Spending Attractiveness by Country, 2026

Figure 74: Western Europe Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 75: Western Europe Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 76: Western Europe Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 77: Western Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 78: Western Europe Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 79: Western Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 80: Western Europe Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 81: Western Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 82: Western Europe Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 83: Western Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 84: EU5 Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 85: Nordic Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 86: Benelux Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 87: Rest of Western Europe Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 88: Western Europe Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 89: Western Europe Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 90: Western Europe Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 91: Western Europe Cognitive Systems Spending Attractiveness by Application, 2026

Figure 92: Western Europe Cognitive Systems Spending Attractiveness by Country, 2026

Figure 93: Eastern Europe Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 94: Eastern Europe Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 95: Eastern Europe Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 96: Eastern Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 97: Eastern Europe Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 98: Eastern Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 99: Eastern Europe Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 100: Eastern Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 101: Eastern Europe Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 102: Eastern Europe Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 103: Poland Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 104: Russia Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 105: Rest of Eastern Europe  Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 106: Eastern Europe Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 107: Eastern Europe Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 108: Eastern Europe Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 109: Eastern Europe Cognitive Systems Spending Attractiveness by Application, 2026

Figure 110: Eastern Europe Cognitive Systems Spending Attractiveness by Country, 2026

Figure 111: APEJ Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 112: APEJ Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 113: APEJ Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 114: APEJ Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 115: APEJ Eastern Europe Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 116: APEJ Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 117: APEJ Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 118: APEJ Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 119: APEJ Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 120: APEJ Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 121: China Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 122: India Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 123: ASEAN Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 124: Oceania Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 125: Rest of Eastern Europe  Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 126: APEJ Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 127: APEJ Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 128: APEJ Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 129: APEJ Cognitive Systems Spending Attractiveness by Application, 2026

Figure 130: APEJ Cognitive Systems Spending Attractiveness by Country, 2026

Figure 131: Japan Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 132: Japan Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 133: Japan Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 134: Japan Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 135: Japan Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 136: Japan Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 137: Japan Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 138: Japan Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 139: Japan Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 140: Japan Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 141: Japan Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 142: Japan Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 143: Japan Cognitive Systems Spending Attractiveness by Application, 2026

Figure 144: Japan Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 145: MEA Cognitive Systems Spending Value (US$ Mn) Forecast, 2015–2026

Figure 146: MEA Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2016–2026

Figure 147: MEA Cognitive Systems Spending Value BPS Analysis by Product Type, 2016 & 2026

Figure 148: MEA Cognitive Systems Spending Value Y-o-Y Growth (%) by Product Type, 2015–2026

Figure 149: MEA Cognitive Systems Spending Value BPS Analysis by Deployment, 2016 & 2026

Figure 150: MEA Cognitive Systems Spending Value Y-o-Y Growth (%) by Deployment, 2015–2026

Figure 151: MEA Cognitive Systems Spending Value BPS Analysis by Technology, 2016 & 2026

Figure 152: MEA Cognitive Systems Spending Value Y-o-Y Growth (%) by Technology, 2015–2026

Figure 153: MEA Cognitive Systems Spending Value BPS Analysis by Application, 2016 & 2026

Figure 154: MEA Cognitive Systems Spending Value Y-o-Y Growth (%) by Application, 2015–2026

Figure 155: GCC Cognitive Systems Spending Absolute $ Opportunity (US$Mn), 2015–2026

Figure 156: South Korea Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 157: Israel Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 158: Turkey Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 159: Rest of MEA Cognitive Systems Spending Absolute $ Opportunity (US$ Mn), 2015–2026

Figure 160: MEA Cognitive Systems Spending Attractiveness by Product Type, 2026

Figure 161: MEA Cognitive Systems Spending Attractiveness by Deployment, 2026

Figure 162: MEA Cognitive Systems Spending Attractiveness by Technology, 2026

Figure 163: MEA Cognitive Systems Spending Attractiveness by Application, 2026

Figure 164: MEA Cognitive Systems Spending Attractiveness by Country, 2026

Figure 165: Global Cognitive Systems Market Company Market value Share, 2016