Table of Content

Table of Content
1 Industrial Chain Overview
1.1 Data Analytics Software Industry
1.1.1 Overview
Figure Data Analytics Software Picture List
1.1.2 Characteristics of Data Analytics Software
1.2 Upstream
1.2.1 Major Materials
1.2.2 Manufacturing Overview
1.3 Product List By Type
1.3.1 On-premise
1.3.2 Cloud-based
1.4 End-Use List
1.4.1 Demand in SMEs
1.4.2 Demand in Large Enterprises
1.5 Global Market Overview
1.5.1 Global Market Size and Forecast, 2017-2027
Figure Global Market Size and Forecast with Growth Rate, 2017-2027
1.5.2 Global Market Size and Forecast by Geography with CAGR, 2017-2027
Table Global Market Size and Forecast by Geography with Growth Rate, 2017-2027
1.5.3 Global Market Size and Forecast by Product Type with CAGR, 2017-2027
Table Global Market Size and Forecast by Type with Growth Rate, 2017-2027
1.5.4 Global Market Size and Forecast by End-Use with CAGR, 2017-2027
Table Global Market Size and Forecast by End-Use with Growth Rate, 2017-2027
2 Global Production & Consumption by Geography
2.1 Global Production & Consumption
2.1.1 Global Production
Figure Global Production Volume Status and Growth Rate, 2017-2021, in Volume
Table Global Production Volume Status and Growth Rate by Geography, 2017-2021, in Volume
Figure Global Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table Global Production Amount Status and Growth Rate by Geography, 2017-2021, in Million USD
2.1.2 Global Consumption
Figure Global Market Volume and Growth Rate, 2017-2021, in Volume
Table Global Market Volume and Growth Rate by Geography, 2017-2021, in Volume
Figure Global Market Amount and Growth Rate, 2017-2021, in Million USD
Table Global Market Amount and Growth Rate by Geography, 2017-2021, in Million USD
2.2 Geographic Production & Consumption
2.2.1 Production
2.2.1.1 Asia-Pacific
Figure Asia-Pacific Production Volume Status and Growth Rate, 2017-2021, in Volume
Table Asia-Pacific Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Figure Asia-Pacific Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table Asia-Pacific Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
2.2.1.2 North America
Figure North America Production Volume Status and Growth Rate, 2017-2021, in Volume
Table North America Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Figure North America Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table North America Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
2.2.1.3 South America
Figure South America Production Volume Status and Growth Rate, 2017-2021, in Volume
Table South America Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Figure South America Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table South America Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
2.2.1.4 Europe
Figure Europe Production Volume Status and Growth Rate, 2017-2021, in Volume
Table Europe Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Figure Europe Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table Europe Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
2.2.1.5 Middle East & Africa
Figure Middle East & Africa Production Volume Status and Growth Rate, 2017-2021, in Volume
Table Middle East & Africa Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Figure Middle East & Africa Production Amount Status and Growth Rate, 2017-2021, in Million USD
Table Middle East & Africa Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
2.2.2 Consumption
2.2.2.1 Asia-Pacific
Figure Asia-Pacific Market Volume and Growth Rate, 2017-2021, in Volume
Table Asia-Pacific Market Volume and Growth Rate by Region, 2017-2021, in Volume
Figure Asia-Pacific Market Amount and Growth Rate, 2017-2021, in Million USD
Table Asia-Pacific Market Amount and Growth Rate by Region, 2017-2021, in Million USD
2.2.2.2 North America
Figure North America Market Volume and Growth Rate, 2017-2021, in Volume
Table North America Market Volume and Growth Rate by Region, 2017-2021, in Volume
Figure North America Market Amount and Growth Rate, 2017-2021, in Million USD
Table North America Market Amount and Growth Rate by Region, 2017-2021, in Million USD
2.2.2.3 South America
Figure South America Market Volume and Growth Rate, 2017-2021, in Volume
Table South America Market Volume and Growth Rate by Region, 2017-2021, in Volume
Figure South America Market Amount and Growth Rate, 2017-2021, in Million USD
Table South America Market Amount and Growth Rate by Region, 2017-2021, in Million USD
2.2.2.4 Europe
Figure Europe Market Volume and Growth Rate, 2017-2021, in Volume
Table Europe Market Volume and Growth Rate by Region, 2017-2021, in Volume
Figure Europe Market Amount and Growth Rate, 2017-2021, in Million USD
Table Europe Market Amount and Growth Rate by Region, 2017-2021, in Million USD
2.2.2.5 Middle East & Africa
Figure Middle East & Africa Market Volume and Growth Rate, 2017-2021, in Volume
Table Middle East & Africa Market Volume and Growth Rate by Region, 2017-2021, in Volume
Figure Middle East & Africa Market Amount and Growth Rate, 2017-2021, in Million USD
Table Middle East & Africa Market Amount and Growth Rate by Region, 2017-2021, in Million USD
3 Major Manufacturers Introduction
3.1 Manufacturers Overview
Table Major Manufacturers Headquarters and Contact Information
Table Major Manufacturers Capacity List in 2021
3.2 Manufacturers List
3.2.1 Alteryx Overview
Table Alteryx Overview List
3.2.1.1 Product Specifications
3.2.1.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Alteryx (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.1.3 Recent Developments
3.2.1.4 Future Strategic Planning
3.2.2 Apache Hadoop Overview
Table Apache Hadoop Overview List
3.2.2.1 Product Specifications
3.2.2.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Apache Hadoop (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.2.3 Recent Developments
3.2.2.4 Future Strategic Planning
3.2.3 Apache Spark Overview
Table Apache Spark Overview List
3.2.3.1 Product Specifications
3.2.3.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Apache Spark (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.3.3 Recent Developments
3.2.3.4 Future Strategic Planning
3.2.4 Birst Overview
Table Birst Overview List
3.2.4.1 Product Specifications
3.2.4.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Birst (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.4.3 Recent Developments
3.2.4.4 Future Strategic Planning
3.2.5 Domo Overview
Table Domo Overview List
3.2.5.1 Product Specifications
3.2.5.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Domo (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.5.3 Recent Developments
3.2.5.4 Future Strategic Planning
3.2.6 GoodData Overview
Table GoodData Overview List
3.2.6.1 Product Specifications
3.2.6.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of GoodData (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.6.3 Recent Developments
3.2.6.4 Future Strategic Planning
3.2.7 Google Analytics Overview
Table Google Analytics Overview List
3.2.7.1 Product Specifications
3.2.7.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Google Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.7.3 Recent Developments
3.2.7.4 Future Strategic Planning
3.2.8 IBM Overview
Table IBM Overview List
3.2.8.1 Product Specifications
3.2.8.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of IBM (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.8.3 Recent Developments
3.2.8.4 Future Strategic Planning
3.2.9 Looker Overview
Table Looker Overview List
3.2.9.1 Product Specifications
3.2.9.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Looker (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.9.3 Recent Developments
3.2.9.4 Future Strategic Planning
3.2.10 MATLAB Overview
Table MATLAB Overview List
3.2.10.1 Product Specifications
3.2.10.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of MATLAB (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.10.3 Recent Developments
3.2.10.4 Future Strategic Planning
3.2.11 Minitab Overview
Table Minitab Overview List
3.2.11.1 Product Specifications
3.2.11.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Minitab (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.11.3 Recent Developments
3.2.11.4 Future Strategic Planning
3.2.12 Qlik Sense Overview
Table Qlik Sense Overview List
3.2.12.1 Product Specifications
3.2.12.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Qlik Sense (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.12.3 Recent Developments
3.2.12.4 Future Strategic Planning
3.2.13 RapidMiner Overview
Table RapidMiner Overview List
3.2.13.1 Product Specifications
3.2.13.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of RapidMiner (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.13.3 Recent Developments
3.2.13.4 Future Strategic Planning
3.2.14 SAP Business Intelligence Platform Overview
Table SAP Business Intelligence Platform Overview List
3.2.14.1 Product Specifications
3.2.14.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of SAP Business Intelligence Platform (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.14.3 Recent Developments
3.2.14.4 Future Strategic Planning
3.2.15 Sisense Overview
Table Sisense Overview List
3.2.15.1 Product Specifications
3.2.15.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Sisense (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.15.3 Recent Developments
3.2.15.4 Future Strategic Planning
3.2.16 Stata Overview
Table Stata Overview List
3.2.16.1 Product Specifications
3.2.16.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Stata (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.16.3 Recent Developments
3.2.16.4 Future Strategic Planning
3.2.17 Visitor Analytics Overview
Table Visitor Analytics Overview List
3.2.17.1 Product Specifications
3.2.17.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Visitor Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.17.3 Recent Developments
3.2.17.4 Future Strategic Planning
3.2.18 Yellowfin Overview
Table Yellowfin Overview List
3.2.18.1 Product Specifications
3.2.18.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Yellowfin (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.18.3 Recent Developments
3.2.18.4 Future Strategic Planning
3.2.19 Zoho Analytics Overview
Table Zoho Analytics Overview List
3.2.19.1 Product Specifications
3.2.19.2 Business Data (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Margin)
Table Data Analytics Software Business Operation of Zoho Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
3.2.19.3 Recent Developments
3.2.19.4 Future Strategic Planning
4 Market Competition Pattern
4.1 Market Size and Sketch
Figure Global Market Size and Growth Rate, 2017-2021, in Volume
Figure Global Market Size and Growth Rate, 2017-2021, in Million USD
Figure Global Competition Sketch Overview
4.2 Company Market Share
4.2.1 Global Production by Major Manufacturers
Table Global Production Volume List by Manufacturers, 2017-2021, in Volume
Table Global Production Volume Share List by Manufacturers, 2017-2021, in Volume
Figure Global Production Volume Share by Manufacturers in 2021, in Volume
Table Global Production Amount List by Manufacturers, 2017-2021, in Million USD
Table Global Production Amount Share List by Manufacturers, 2017-2021, in Million USD
Figure Global Production Amount Share by Manufacturers in 2021, in Million USD
4.2.2 Market Concentration Analysis
4.3 Market News and Trend
4.3.1 Merger & Acquisition
4.3.2 New Product Launch
5 Product Type Segment
5.1 Global Overview by Product Type Segment
Table Global Market Status and Growth Rate by Product Type Segment, 2017-2021, in Million USD
Table Global Market Status and Growth Rate by Product Type Segment 2017-2021, in Volume
5.2 Segment Subdivision by Product Type
5.2.1 Market in On-premise
5.2.1.1 Market Size
Figure Global Market Amount and Growth Rate in On-premise, 2017-2021, in USD Million
Figure Global Market Amount and Growth Rate in On-premise, 2017-2021, in Volume
5.2.1.2 Situation & Development
5.2.2 Market in Cloud-based
5.2.2.1 Market Size
Figure Global Market Amount and Growth Rate in Cloud-based, 2017-2021, in USD Million
Figure Global Market Amount and Growth Rate in Cloud-based, 2017-2021, in Volume
5.2.2.2 Situation & Development
6 End-Use Segment
6.1 Global Overview by End-Use Segment
Table Global Market Status and Growth Rate by End-Use Segment, 2017-2021, in Million USD
Table Global Market Status and Growth Rate by End-Use Segment 2017-2021, in Volume
6.2 Segment Subdivision
6.2.1 Market in SMEs
6.2.1.1 Market Size
Figure Global Market Amount and Growth Rate in SMEs, 2017-2021, in USD Million
Figure Global Market Amount and Growth Rate in SMEs, 2017-2021, in Volume
6.2.1.2 Situation & Development
6.2.2 Market in Large Enterprises
6.2.2.1 Market Size
Figure Global Market Amount and Growth Rate in Large Enterprises, 2017-2021, in USD Million
Figure Global Market Amount and Growth Rate in Large Enterprises, 2017-2021, in Volume
6.2.2.2 Situation & Development
7 Market Forecast & Trend
7.1 Regional Forecast
Table Global Market Forecast by Region Segment 2022-2027, in Million USD
Table Global Market Forecast by Region Segment 2022-2027, in Volume
7.2 Consumption Forecast
7.2.1 Product Type Forecast
Table Global Market Amount by Product Type Segment 2022-2027, in Million USD
Table Global Market Volume by Product Type Segment 2022-2027, in Volume
7.2.2 End-Use Forecast
Table Global Market Amount by End-Use Segment 2022-2027, in Million USD
Table Global Market Volume by End-Use Segment 2022-2027, in Volume
7.3 Investment Trend
7.4 Consumption Trend
8 Price & Channel
8.1 Price and Cost
8.1.1 Price
8.1.2 Cost
Figure Cost Component Ratio
8.2 Channel Segment
9 Market Drivers & Investment Environment
9.1 Market Drivers
9.2 Investment Environment
9.3 Impact of Coronavirus on the Data Analytics Software Industry
9.3.1 Impact on Industry Upstream
9.3.2 Impact on Industry Downstream
9.3.3 Impact on Industry Channels
9.3.4 Impact on Industry Competition
9.3.5 Impact on Industry Employment
10 Research Conclusion

List of Figure

List of Table
Table Global Market Size and Forecast by Geography with Growth Rate, 2017-2027
Table Global Market Size and Forecast by Type with Growth Rate, 2017-2027
Table Global Market Size and Forecast by End-Use with Growth Rate, 2017-2027
Table Global Production Volume Status and Growth Rate by Geography, 2017-2021, in Volume
Table Global Production Amount Status and Growth Rate by Geography, 2017-2021, in Million USD
Table Global Market Volume and Growth Rate by Geography, 2017-2021, in Volume
Table Global Market Amount and Growth Rate by Geography, 2017-2021, in Million USD
Table Asia-Pacific Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Table Asia-Pacific Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
Table North America Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Table North America Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
Table South America Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Table South America Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
Table Europe Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Table Europe Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
Table Middle East & Africa Production Volume Status and Growth Rate by Region, 2017-2021, in Volume
Table Middle East & Africa Production Amount Status and Growth Rate by Region, 2017-2021, in Million USD
Table Asia-Pacific Market Volume and Growth Rate by Region, 2017-2021, in Volume
Table Asia-Pacific Market Amount and Growth Rate by Region, 2017-2021, in Million USD
Table North America Market Volume and Growth Rate by Region, 2017-2021, in Volume
Table North America Market Amount and Growth Rate by Region, 2017-2021, in Million USD
Table South America Market Volume and Growth Rate by Region, 2017-2021, in Volume
Table South America Market Amount and Growth Rate by Region, 2017-2021, in Million USD
Table Europe Market Volume and Growth Rate by Region, 2017-2021, in Volume
Table Europe Market Amount and Growth Rate by Region, 2017-2021, in Million USD
Table Middle East & Africa Market Volume and Growth Rate by Region, 2017-2021, in Volume
Table Middle East & Africa Market Amount and Growth Rate by Region, 2017-2021, in Million USD
Table Major Manufacturers Headquarters and Contact Information
Table Major Manufacturers Capacity List in 2021
Table Alteryx Overview List
Table Data Analytics Software Business Operation of Alteryx (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Apache Hadoop Overview List
Table Data Analytics Software Business Operation of Apache Hadoop (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Apache Spark Overview List
Table Data Analytics Software Business Operation of Apache Spark (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Birst Overview List
Table Data Analytics Software Business Operation of Birst (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Domo Overview List
Table Data Analytics Software Business Operation of Domo (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table GoodData Overview List
Table Data Analytics Software Business Operation of GoodData (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Google Analytics Overview List
Table Data Analytics Software Business Operation of Google Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table IBM Overview List
Table Data Analytics Software Business Operation of IBM (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Looker Overview List
Table Data Analytics Software Business Operation of Looker (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table MATLAB Overview List
Table Data Analytics Software Business Operation of MATLAB (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Minitab Overview List
Table Data Analytics Software Business Operation of Minitab (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Qlik Sense Overview List
Table Data Analytics Software Business Operation of Qlik Sense (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table RapidMiner Overview List
Table Data Analytics Software Business Operation of RapidMiner (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table SAP Business Intelligence Platform Overview List
Table Data Analytics Software Business Operation of SAP Business Intelligence Platform (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Sisense Overview List
Table Data Analytics Software Business Operation of Sisense (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Stata Overview List
Table Data Analytics Software Business Operation of Stata (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Visitor Analytics Overview List
Table Data Analytics Software Business Operation of Visitor Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Yellowfin Overview List
Table Data Analytics Software Business Operation of Yellowfin (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Zoho Analytics Overview List
Table Data Analytics Software Business Operation of Zoho Analytics (Production Volume (Volume), Production Amount (Million USD), Price, Cost, Gross Margin)
Table Global Production Volume List by Manufacturers, 2017-2021, in Volume
Table Global Production Volume Share List by Manufacturers, 2017-2021, in Volume
Table Global Production Amount List by Manufacturers, 2017-2021, in Million USD
Table Global Production Amount Share List by Manufacturers, 2017-2021, in Million USD
Table Global Market Status and Growth Rate by Product Type Segment, 2017-2021, in Million USD
Table Global Market Status and Growth Rate by Product Type Segment 2017-2021, in Volume
Table Global Market Status and Growth Rate by End-Use Segment, 2017-2021, in Million USD
Table Global Market Status and Growth Rate by End-Use Segment 2017-2021, in Volume
Table Global Market Forecast by Region Segment 2022-2027, in Million USD
Table Global Market Forecast by Region Segment 2022-2027, in Volume
Table Global Market Amount by Product Type Segment 2022-2027, in Million USD
Table Global Market Volume by Product Type Segment 2022-2027, in Volume
Table Global Market Amount by End-Use Segment 2022-2027, in Million USD
Table Global Market Volume by End-Use Segment 2022-2027, in Volume