Global Retail Analytics Industry Market Research Report
Global Retail Analytics Industry Market Research Report
1 Retail Analytics Introduction and Market Overview
- 1.1 Objectives of the Study
- 1.2 Definition of Retail Analytics
- 1.3 Retail Analytics Market Scope and Market Size Estimation
- 1.3.1 Market Concentration Ratio and Market Maturity Analysis
- 1.3.2 Global Retail Analytics Value ($) and Growth Rate from 2017-2027
- 1.4 Market Segmentation
- 1.4.1 Types of Retail Analytics
- 1.4.2 Applications of Retail Analytics
- 1.4.3 Research Regions
- 1.4.3.1 North America Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.2 Europe Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.3 China Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.4 Japan Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.5 Middle East & Africa Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.6 India Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.7 South America Retail Analytics Production Value ($) and Growth Rate (2017-2022)
- 1.5 Market Dynamics
- 1.5.1 Drivers
- 1.5.1.1 Emerging Countries of Retail Analytics
- 1.5.1.2 Growing Market of Retail Analytics
- 1.5.2 Limitations
- 1.5.3 Opportunities
- 1.5.1 Drivers
- 1.6 Industry News and Policies by Regions
- 1.6.1 Industry News
- 1.6.2 Industry Policies
2 Industry Chain Analysis
- 2.1 Upstream Raw Material Suppliers of Retail Analytics Analysis
- 2.2 Major Players of Retail Analytics
- 2.2.1 Major Players Manufacturing Base and Market Share of Retail Analytics in 2021
- 2.2.2 Major Players Product Types in 2021
- 2.3 Retail Analytics Manufacturing Cost Structure Analysis
- 2.3.1 Production Process Analysis
- 2.3.2 Manufacturing Cost Structure of Retail Analytics
- 2.3.3 Raw Material Cost of Retail Analytics
- 2.3.4 Labor Cost of Retail Analytics
- 2.4 Market Channel Analysis of Retail Analytics
- 2.5 Major Downstream Buyers of Retail Analytics Analysis
3 Global Retail Analytics Market, by Type
- 3.1 Global Retail Analytics Value ($) and Market Share by Type (2017-2022)
- 3.2 Global Retail Analytics Production and Market Share by Type (2017-2022)
- 3.3 Global Retail Analytics Value ($) and Growth Rate by Type (2017-2022)
- 3.4 Global Retail Analytics Price Analysis by Type (2017-2022)
4 Retail Analytics Market, by Application
- 4.1 Global Retail Analytics Consumption and Market Share by Application (2017-2022)
- 4.2 Downstream Buyers by Application
- 4.3 Global Retail Analytics Consumption and Growth Rate by Application (2017-2022)
5 Global Retail Analytics Production, Value ($) by Region (2017-2022)
- 5.1 Global Retail Analytics Value ($) and Market Share by Region (2017-2022)
- 5.2 Global Retail Analytics Production and Market Share by Region (2017-2022)
- 5.3 Global Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.4 North America Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.5 Europe Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.6 China Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.7 Japan Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.8 Middle East & Africa Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.9 India Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
- 5.10 South America Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
6 Global Retail Analytics Production, Consumption, Export, Import by Regions (2017-2022)
- 6.1 Global Retail Analytics Consumption by Regions (2017-2022)
- 6.2 North America Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.3 Europe Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.4 China Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.5 Japan Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.6 Middle East & Africa Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.7 India Retail Analytics Production, Consumption, Export, Import (2017-2022)
- 6.8 South America Retail Analytics Production, Consumption, Export, Import (2017-2022)
7 Global Retail Analytics Market Status and SWOT Analysis by Regions
- 7.1 North America Retail Analytics Market Status and SWOT Analysis
- 7.2 Europe Retail Analytics Market Status and SWOT Analysis
- 7.3 China Retail Analytics Market Status and SWOT Analysis
- 7.4 Japan Retail Analytics Market Status and SWOT Analysis
- 7.5 Middle East & Africa Retail Analytics Market Status and SWOT Analysis
- 7.6 India Retail Analytics Market Status and SWOT Analysis
- 7.7 South America Retail Analytics Market Status and SWOT Analysis
8 Competitive Landscape
- 8.1 Competitive Profile
- 8.2 Tableau Software Inc
- 8.2.1 Company Profiles
- 8.2.2 Retail Analytics Product Introduction
- 8.2.3 Tableau Software Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.2.4 Tableau Software Inc Market Share of Retail Analytics Segmented by Region in 2021
- 8.3 Alteryx Inc
- 8.3.1 Company Profiles
- 8.3.2 Retail Analytics Product Introduction
- 8.3.3 Alteryx Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.3.4 Alteryx Inc Market Share of Retail Analytics Segmented by Region in 2021
- 8.4 SAS Institute Inc
- 8.4.1 Company Profiles
- 8.4.2 Retail Analytics Product Introduction
- 8.4.3 SAS Institute Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.4.4 SAS Institute Inc Market Share of Retail Analytics Segmented by Region in 2021
- 8.5 Angoss Software Corporation
- 8.5.1 Company Profiles
- 8.5.2 Retail Analytics Product Introduction
- 8.5.3 Angoss Software Corporation Production, Value ($), Price, Gross Margin 2017-2022
- 8.5.4 Angoss Software Corporation Market Share of Retail Analytics Segmented by Region in 2021
- 8.6 Retail Next Inc
- 8.6.1 Company Profiles
- 8.6.2 Retail Analytics Product Introduction
- 8.6.3 Retail Next Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.6.4 Retail Next Inc Market Share of Retail Analytics Segmented by Region in 2021
- 8.7 SAP SE
- 8.7.1 Company Profiles
- 8.7.2 Retail Analytics Product Introduction
- 8.7.3 SAP SE Production, Value ($), Price, Gross Margin 2017-2022
- 8.7.4 SAP SE Market Share of Retail Analytics Segmented by Region in 2021
- 8.8 Oracle Corporation
- 8.8.1 Company Profiles
- 8.8.2 Retail Analytics Product Introduction
- 8.8.3 Oracle Corporation Production, Value ($), Price, Gross Margin 2017-2022
- 8.8.4 Oracle Corporation Market Share of Retail Analytics Segmented by Region in 2021
- 8.9 IBM Corporation
- 8.9.1 Company Profiles
- 8.9.2 Retail Analytics Product Introduction
- 8.9.3 IBM Corporation Production, Value ($), Price, Gross Margin 2017-2022
- 8.9.4 IBM Corporation Market Share of Retail Analytics Segmented by Region in 2021
9 Global Retail Analytics Market Analysis and Forecast by Type and Application
- 9.1 Global Retail Analytics Market Value ($) & Volume Forecast, by Type (2022-2027)
- 9.1.1 Software Market Value ($) and Volume Forecast (2022-2027)
- 9.1.2 Services Market Value ($) and Volume Forecast (2022-2027)
- 9.2 Global Retail Analytics Market Value ($) & Volume Forecast, by Application (2022-2027)
- 9.2.1 Customer Management Market Value ($) and Volume Forecast (2022-2027)
- 9.2.2 In-store Operation Market Value ($) and Volume Forecast (2022-2027)
- 9.2.3 Strategy and Planning Market Value ($) and Volume Forecast (2022-2027)
- 9.2.4 Supply Chain Management Market Value ($) and Volume Forecast (2022-2027)
- 9.2.5 Marketing and Merchandizing Market Value ($) and Volume Forecast (2022-2027)
- 9.2.6 Others Market Value ($) and Volume Forecast (2022-2027)
10 Retail Analytics Market Analysis and Forecast by Region
- 10.1 North America Market Value ($) and Consumption Forecast (2022-2027)
- 10.2 Europe Market Value ($) and Consumption Forecast (2022-2027)
- 10.3 China Market Value ($) and Consumption Forecast (2022-2027)
- 10.4 Japan Market Value ($) and Consumption Forecast (2022-2027)
- 10.5 Middle East & Africa Market Value ($) and Consumption Forecast (2022-2027)
- 10.6 India Market Value ($) and Consumption Forecast (2022-2027)
- 10.7 South America Market Value ($) and Consumption Forecast (2022-2027)
11 New Project Feasibility Analysis
- 11.1 Industry Barriers and New Entrants SWOT Analysis
- 11.2 Analysis and Suggestions on New Project Investment
12 Research Finding and Conclusion
13 Appendix
- 13.1 Discussion Guide
- 13.2 Knowledge Store: Maia Subscription Portal
- 13.3 Research Data Source
- 13.4 Research Assumptions and Acronyms Used
List of Tables and Figures
Figure Product Picture of Retail Analytics
Table Product Specification of Retail Analytics
Figure Market Concentration Ratio and Market Maturity Analysis of Retail Analytics
Figure Global Retail Analytics Value ($) and Growth Rate from 2017-2027
Table Different Types of Retail Analytics
Figure Global Retail Analytics Value ($) Segment by Type from 2017-2022
Figure Software Picture
Figure Services Picture
Table Different Applications of Retail Analytics
Figure Global Retail Analytics Value ($) Segment by Applications from 2017-2022
Figure Customer Management Picture
Figure In-store Operation Picture
Figure Strategy and Planning Picture
Figure Supply Chain Management Picture
Figure Marketing and Merchandizing Picture
Figure Others Picture
Table Research Regions of Retail Analytics
Figure North America Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Figure Europe Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table China Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table Japan Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table Middle East & Africa Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table India Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table South America Retail Analytics Production Value ($) and Growth Rate (2017-2022)
Table Emerging Countries of Retail Analytics
Table Growing Market of Retail Analytics
Figure Industry Chain Analysis of Retail Analytics
Table Upstream Raw Material Suppliers of Retail Analytics with Contact Information
Table Major Players Manufacturing Base and Market Share ($) of Retail Analytics in 2021
Table Major Players Retail Analytics Product Types in 2021
Figure Production Process of Retail Analytics
Figure Manufacturing Cost Structure of Retail Analytics
Figure Channel Status of Retail Analytics
Table Major Distributors of Retail Analytics with Contact Information
Table Major Downstream Buyers of Retail Analytics with Contact Information
Table Global Retail Analytics Value ($) by Type (2017-2022)
Table Global Retail Analytics Value ($) Share by Type (2017-2022)
Figure Global Retail Analytics Value ($) Share by Type (2017-2022)
Table Global Retail Analytics Production by Type (2017-2022)
Table Global Retail Analytics Production Share by Type (2017-2022)
Figure Global Retail Analytics Production Share by Type (2017-2022)
Figure Global Retail Analytics Value ($) and Growth Rate of Software
Figure Global Retail Analytics Value ($) and Growth Rate of Services
Figure Global Retail Analytics Price by Type (2017-2022)
Table Global Retail Analytics Consumption by Application (2017-2022)
Table Global Retail Analytics Consumption Market Share by Application (2017-2022)
Figure Global Retail Analytics Consumption Market Share by Application (2017-2022)
Table Downstream Buyers Introduction by Application
Figure Global Retail Analytics Consumption and Growth Rate of Customer Management (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of In-store Operation (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Strategy and Planning (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Supply Chain Management (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Marketing and Merchandizing (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Others (2017-2022)
Table Global Retail Analytics Value ($) by Region (2017-2022)
Table Global Retail Analytics Value ($) Market Share by Region (2017-2022)
Figure Global Retail Analytics Value ($) Market Share by Region (2017-2022)
Table Global Retail Analytics Production by Region (2017-2022)
Table Global Retail Analytics Production Market Share by Region (2017-2022)
Figure Global Retail Analytics Production Market Share by Region (2017-2022)
Table Global Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table North America Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table Europe Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table China Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table Japan Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table Middle East & Africa Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table India Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table South America Retail Analytics Production, Value ($), Price and Gross Margin (2017-2022)
Table Global Retail Analytics Consumption by Regions (2017-2022)
Figure Global Retail Analytics Consumption Share by Regions (2017-2022)
Table North America Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table Europe Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table China Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table Japan Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table Middle East & Africa Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table India Retail Analytics Production, Consumption, Export, Import (2017-2022)
Table South America Retail Analytics Production, Consumption, Export, Import (2017-2022)
Figure North America Retail Analytics Production and Growth Rate Analysis
Figure North America Retail Analytics Consumption and Growth Rate Analysis
Figure North America Retail Analytics SWOT Analysis
Figure Europe Retail Analytics Production and Growth Rate Analysis
Figure Europe Retail Analytics Consumption and Growth Rate Analysis
Figure Europe Retail Analytics SWOT Analysis
Figure China Retail Analytics Production and Growth Rate Analysis
Figure China Retail Analytics Consumption and Growth Rate Analysis
Figure China Retail Analytics SWOT Analysis
Figure Japan Retail Analytics Production and Growth Rate Analysis
Figure Japan Retail Analytics Consumption and Growth Rate Analysis
Figure Japan Retail Analytics SWOT Analysis
Figure Middle East & Africa Retail Analytics Production and Growth Rate Analysis
Figure Middle East & Africa Retail Analytics Consumption and Growth Rate Analysis
Figure Middle East & Africa Retail Analytics SWOT Analysis
Figure India Retail Analytics Production and Growth Rate Analysis
Figure India Retail Analytics Consumption and Growth Rate Analysis
Figure India Retail Analytics SWOT Analysis
Figure South America Retail Analytics Production and Growth Rate Analysis
Figure South America Retail Analytics Consumption and Growth Rate Analysis
Figure South America Retail Analytics SWOT Analysis
Figure Top 3 Market Share of Retail Analytics Companies
Figure Top 6 Market Share of Retail Analytics Companies
Table Mergers, Acquisitions and Expansion Analysis
Table Company Profiles
Table Product Introduction
Table Tableau Software Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure Tableau Software Inc Production and Growth Rate
Figure Tableau Software Inc Value ($) Market Share 2017-2022
Figure Tableau Software Inc Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Alteryx Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure Alteryx Inc Production and Growth Rate
Figure Alteryx Inc Value ($) Market Share 2017-2022
Figure Alteryx Inc Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table SAS Institute Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure SAS Institute Inc Production and Growth Rate
Figure SAS Institute Inc Value ($) Market Share 2017-2022
Figure SAS Institute Inc Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Angoss Software Corporation Production, Value ($), Price, Gross Margin 2017-2022
Figure Angoss Software Corporation Production and Growth Rate
Figure Angoss Software Corporation Value ($) Market Share 2017-2022
Figure Angoss Software Corporation Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Retail Next Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure Retail Next Inc Production and Growth Rate
Figure Retail Next Inc Value ($) Market Share 2017-2022
Figure Retail Next Inc Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table SAP SE Production, Value ($), Price, Gross Margin 2017-2022
Figure SAP SE Production and Growth Rate
Figure SAP SE Value ($) Market Share 2017-2022
Figure SAP SE Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Oracle Corporation Production, Value ($), Price, Gross Margin 2017-2022
Figure Oracle Corporation Production and Growth Rate
Figure Oracle Corporation Value ($) Market Share 2017-2022
Figure Oracle Corporation Market Share of Retail Analytics Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table IBM Corporation Production, Value ($), Price, Gross Margin 2017-2022
Figure IBM Corporation Production and Growth Rate
Figure IBM Corporation Value ($) Market Share 2017-2022
Figure IBM Corporation Market Share of Retail Analytics Segmented by Region in 2021
Table Global Retail Analytics Market Value ($) Forecast, by Type
Table Global Retail Analytics Market Volume Forecast, by Type
Figure Global Retail Analytics Market Value ($) and Growth Rate Forecast of Software (2022-2027)
Figure Global Retail Analytics Market Volume and Growth Rate Forecast of Software (2022-2027)
Figure Global Retail Analytics Market Value ($) and Growth Rate Forecast of Services (2022-2027)
Figure Global Retail Analytics Market Volume and Growth Rate Forecast of Services (2022-2027)
Table Global Market Value ($) Forecast by Application (2022-2027)
Table Global Market Volume Forecast by Application (2022-2027)
Figure Global Retail Analytics Consumption and Growth Rate of Customer Management (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of In-store Operation (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Strategy and Planning (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Supply Chain Management (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Marketing and Merchandizing (2017-2022)
Figure Global Retail Analytics Consumption and Growth Rate of Others (2017-2022)
Figure Market Value ($) and Growth Rate Forecast of Others (2022-2027)
Figure Market Volume and Growth Rate Forecast of Others (2022-2027)
Figure North America Market Value ($) and Growth Rate Forecast (2022-2027)
Table North America Consumption and Growth Rate Forecast (2022-2027)
Figure Europe Market Value ($) and Growth Rate Forecast (2022-2027)
Table Europe Consumption and Growth Rate Forecast (2022-2027)
Figure China Market Value ($) and Growth Rate Forecast (2022-2027)
Table China Consumption and Growth Rate Forecast (2022-2027)
Figure Japan Market Value ($) and Growth Rate Forecast (2022-2027)
Table Japan Consumption and Growth Rate Forecast (2022-2027)
Figure Middle East & Africa Market Value ($) and Growth Rate Forecast (2022-2027)
Table Middle East & Africa Consumption and Growth Rate Forecast (2022-2027)
Figure India Market Value ($) and Growth Rate Forecast (2022-2027)
Table India Consumption and Growth Rate Forecast (2022-2027)
Figure South America Market Value ($) and Growth Rate Forecast (2022-2027)
Table South America Consumption and Growth Rate Forecast (2022-2027)
Figure Industry Resource/Technology/Labor Importance Analysis
Table New Entrants SWOT Analysis
Table New Project Analysis of Investment Recovery
The Retail Analytics market revenue was xx.xx Million USD in 2017, grew to xx.xx Million USD in 2021, and will reach xx.xx Million USD in 2027, with a CAGR of x.x% during 2022-2027. Based on the Retail Analytics industrial chain, this report mainly elaborates the definition, types, applications and major players of Retail Analytics market in details. Deep analysis about market status (2017-2022), enterprise competition pattern, advantages and disadvantages of enterprise products, industry development trends (2022-2027), regional industrial layout characteristics and macroeconomic policies, industrial policy has also be included. From raw materials to downstream buyers of this industry will be analyzed scientifically, the feature of product circulation and sales channel will be presented as well. In a word, this report will help you to establish a panorama of industrial development and characteristics of the Retail Analytics market.
The Retail Analytics market can be split based on product types, major applications, and important regions.
Major Players in Retail Analytics market are:
Tableau Software Inc
Alteryx Inc
SAS Institute Inc
Angoss Software Corporation
Retail Next Inc
SAP SE
Oracle Corporation
IBM Corporation
Major Regions that plays a vital role in Retail Analytics market are:
North America
Europe
China
Japan
Middle East & Africa
India
South America
Others
Most important types of Retail Analytics products covered in this report are:
Software
Services
Most widely used downstream fields of Retail Analytics market covered in this report are:
Customer Management
In-store Operation
Strategy and Planning
Supply Chain Management
Marketing and Merchandizing
Others
There are 13 Chapters to thoroughly display the Retail Analytics market. This report included the analysis of market overview, market characteristics, industry chain, competition landscape, historical and future data by types, applications and regions.
Chapter 1: Retail Analytics Market Overview, Product Overview, Market Segmentation, Market Overview of Regions, Market Dynamics, Limitations, Opportunities and Industry News and Policies.
Chapter 2: Retail Analytics Industry Chain Analysis, Upstream Raw Material Suppliers, Major Players, Production Process Analysis, Cost Analysis, Market Channels and Major Downstream Buyers.
Chapter 3: Value Analysis, Production, Growth Rate and Price Analysis by Type of Retail Analytics.
Chapter 4: Downstream Characteristics, Consumption and Market Share by Application of Retail Analytics.
Chapter 5: Production Volume, Price, Gross Margin, and Revenue ($) of Retail Analytics by Regions (2017-2022).
Chapter 6: Retail Analytics Production, Consumption, Export and Import by Regions (2017-2022).
Chapter 7: Retail Analytics Market Status and SWOT Analysis by Regions.
Chapter 8: Competitive Landscape, Product Introduction, Company Profiles, Market Distribution Status by Players of Retail Analytics.
Chapter 9: Retail Analytics Market Analysis and Forecast by Type and Application (2022-2027).
Chapter 10: Market Analysis and Forecast by Regions (2022-2027).
Chapter 11: Industry Characteristics, Key Factors, New Entrants SWOT Analysis, Investment Feasibility Analysis.
Chapter 12: Market Conclusion of the Whole Report.
Chapter 13: Appendix Such as Methodology and Data Resources of This Research.