The digital transformation of enterprises has been an area of focus for all sectors of Chinese society in recent years, but the imperfection of basic data has largely restricted the development of relevant scientific research. Constructing a reasonable and scientific digital transformation index system will help scholars quantitatively study issues related to enterprise digitalization, and will also help measure the digitalization level of enterprises. Teacher Wu Fei of Guangdong University of Finance and his team compiled the annual reports of all A-share listed companies on the Shanghai Stock Exchange and Shenzhen Stock Exchange, and carried out structured classification (i.e. "underlying technology application" and "technical practical application" Two levels), forming a characteristic word map, and then classifying and collecting word frequencies in key technical directions and forming a final summed word frequency, thus forming a basic statistical database of enterprise digital transformation indicators.
Based on this, the research team led by Dr. Chen Yunxian, founder of the national finance discipline, and Professor Tang Song, head of the national finance discipline at Guangdong University of Finance and Economics, actively responded to the needs of national policies and economic practice, and has achieved scientific research results in the team (Wu Fei et al. , 2021), Shanghai and Shenzhen A-share listed companies (2016-2020) are selected as the evaluation objects. Based on the unique perspective of annual report text information disclosure, innovative use of dual quantitative tools of big data text analysis and factor analysis Describe the intensity of digital transformation of each listed company in the corresponding year and provide a more comprehensive, objective and valuable experience for evaluating the digital transformation of companies.
In order to create a good academic sharing ecosystem, "Financial Economics Research" (National Finance Column) and the National Finance Subject Team of Guangdong University of Finance have jointly decided to make the enterprise digital transformation index data and research reports freely available to the outside world for free. All experts and readers should read and use it. With authorization, CnOpenData has included this data in the public data section of the CnOpenData official website for the convenience of scholars. To download the complete data, you can follow the "Financial Economics Research" official account, or download it directly at the end of this page.
Data description
Structural feature word map of digital transformation of A-share listed companies:
- **Artificial intelligence technology: **artificial intelligence, business intelligence, image understanding, investment decision-making assistance system, intelligent data analysis, machine learning, deep learning, intelligent robots, semantic search, biometric technology, face recognition, voice Identification, identity verification, autonomous driving, natural language processing
- **Big data technology:**big data, data mining, text mining, data visualization, heterogeneous data, credit reporting, augmented reality, mixed reality, virtual reality, data science
- **Cloud computing technology: **Cloud computing, flow computing, graph computing, memory computing, multi-party secure computing, brain-like computing, green computing, cognitive computing, fusion architecture, billion-level concurrency, EB-level storage, matter Networking, cyber-physical systems, virtualization
- **Blockchain technology:**Blockchain, digital currency, distributed computing, differential privacy technology, smart financial contracts
- **Digital technology applications:**Mobile Internet, Industrial Internet, Mobile Internet, Internet medical care, e-commerce, mobile payment, third-party payment, NFC payment, smart energy, B2B, B2C, C2B, C2C, O2O, Internet Internet, smart wear, smart agriculture, smart transportation, smart healthcare, smart customer service, smart home, smart investment advisory, smart culture and tourism, smart environmental protection, smart grid, smart marketing, digital marketing, unmanned retail, Internet finance, digital finance, Fintech, financial technology, quantitative finance, open banking, digital terminal, digital marketing, digital control, industrial Internet, Internet solutions, Internet marketing, industrial intelligence, mobile intelligence, intelligent control, intelligent terminal, intelligent mobile, intelligent management, intelligent factory , intelligent logistics, intelligent manufacturing, intelligent warehousing, intelligent equipment, intelligent production, intelligent network connection, intelligent system, automatic control, automatic monitoring, automatic monitoring, automatic detection, automatic production, industrial cloud, future factory, intelligent fault diagnosis, virtual manufacturing , cloud IT, cloud ecosystem, cloud service, cloud platform, information integration, information network, information terminal, information center, information system, industrial information, industrial communication, data center, data platform, data management, digital technology, digitization, digital intelligence , Internet technology, Internet application, Internet platform, Internet ecology, e-commerce, e-commerce, intelligent technology, intelligence, numerical control, life cycle management, manufacturing execution system, informatization, networking, integrated control, integrated system, information management , information software, data network, Internet thinking, Internet action, Internet business, Internet mobile, Internet strategy, Internet model, Internet business model, Internet ecology, Internet, "Internet +", online and offline, online to offline, offline Online and offline, integration, integration, integrated solutions, information sharing
Database Application Guide
Time interval
Statistical information table on digital transformation indicators of A-share listed companies: 2007-2020
Information table on digital transformation rating results of A-share listed companies: 2016-2020
Field display
A-share listed companies’ digital transformation indicator statistical information table fields | A-share listed companies’ digital transformation rating results information table fields |
---|---|
Securities code | Securities code |
Year | Stock abbreviation |
High-tech or not | Year |
State-owned enterprise or not | Industry Category Name |
Stock abbreviation | Industry Category Code |
Industry name | Geographical location |
Major industries | Province |
Other industries, major manufacturing industries, medium industries | Digital transformation rating results |
Other industries, major categories of manufacturing, and minor categories of industries | |
Small industries | |
Province | |
City | |
Artificial Intelligence Technology | |
Big data technology | |
Cloud computing technology | |
Blockchain technology | |
Use of digital technology | |
Digital Transformation | |
Annual report file size | |
Total word count of annual report | |
Total number of words in annual report | |
Total number of sentences in annual report |
Sample data
Statistical information table on digital transformation indicators of A-share listed companies
Securities code | Year | High tech or not | State-owned enterprise or not | Stock abbreviation | Industry name | Major industries | Other industries, major manufacturing industries, medium industries | Other industries, major categories of manufacturing, and minor categories of industries | Small industries | Province | City | Artificial Intelligence Technology | Big data technology | Cloud computing technology | Blockchain Technology | Use of digital technology | Digital Transformation | Annual report file size | Total word count of annual report | Total number of words in annual report | Total number of sentences in annual report |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
000001 | 2007 | 0 | 0 | Shenzhen Development Bank A | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 5 | 5 | 1249k | 75060 | 34434 | 1780 |
000001 | 2008 | 0 | 0 | Shenzhen Development Bank A | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 2 | 2 | 1220k | 77857 | 35958 | 1922 |
000001 | 2009 | 0 | 0 | Shenzhen Development Bank A | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 5 | 5 | 1135k | 81945 | 37728 | 2032 |
000001 | 2010 | 0 | 0 | Shenzhen Development Bank A | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 4 | 4 | 1222k | 87679 | 39499 | 2195 |
000001 | 2011 | 0 | 0 | Shenzhen Development Bank A | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 1 | 0 | 0 | 15 | 16 | 1588k | 104524 | 47891 | 2599 |
000001 | 2012 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 16 | 16 | 4706k | 100266 | 46326 | 2511 |
000001 | 2013 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 1 | 0 | 0 | 0 | 32 | 33 | 2204k | 74120 | 33558 | 1789 |
000001 | 2014 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 3 | 0 | 0 | 46 | 49 | 3715k | 81226 | 37015 | 1880 |
000001 | 2015 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 1 | 5 | 9 | 1 | 39 | 55 | 3576k | 76568 | 34949 | 1776 |
000001 | 2016 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 0 | 7 | 1 | 1 | 41 | 50 | 1035k | 72171 | 32910 | 1770 |
000001 | 2017 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 9 | 20 | 1 | 2 | 45 | 77 | 3719k | 77782 | 35794 | 1850 |
000001 | 2018 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 22 | 33 | 15 | 18 | 105 | 193 | 8122k | 109880 | 51159 | 2688 |
000001 | 2019 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 21 | 31 | 15 | 14 | 128 | 209 | 3967k | 110914 | 52365 | 2657 |
000001 | 2020 | 0 | 0 | Ping An Bank | Money Financial Services | J | J | J | J66 | Guangdong Province | Shenzhen City | 13 | 26 | 20 | 15 | 140 | 214 | 4913k | 121362 | 57995 | 2775 |
000002 | 2007 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 12 | 12 | 966k | 61170 | 28894 | 1505 |
000002 | 2008 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 15 | 15 | 1332k | 66475 | 31743 | 1603 |
000002 | 2009 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 14 | 14 | 1614k | 66395 | 31414 | 1606 |
000002 | 2010 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 14 | 14 | 4763k | 67279 | 31654 | 1651 |
000002 | 2011 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 14 | 14 | 1608k | 69579 | 32693 | 1713 |
000002 | 2012 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 18 | 18 | 1848k | 68788 | 32356 | 1700 |
000002 | 2013 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 21 | 21 | 5883k | 69333 | 32368 | 1662 |
000002 | 2014 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 43 | 43 | 1612k | 79828 | 37409 | 1886 |
000002 | 2015 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 29 | 29 | 5099k | 80977 | 38089 | 1882 |
000002 | 2016 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 1 | 0 | 29 | 30 | 7092k | 87142 | 40991 | 2053 |
000002 | 2017 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 1 | 0 | 2 | 0 | 28 | 31 | 17083k | 89236 | 41927 | 2164 |
000002 | 2018 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 1 | 1 | 3 | 0 | 22 | 27 | 22905k | 91171 | 43082 | 2288 |
000002 | 2019 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 1 | 1 | 0 | 30 | 32 | 9958k | 86501 | 41119 | 2125 |
000002 | 2020 | 0 | 1 | Vanke A | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 2 | 1 | 3 | 1 | 30 | 37 | 5511k | 92545 | 43984 | 2250 |
000004 | 2007 | 0 | 1 | ST Guonong | Road transport industry | G | G | G | G54 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 2 | 2 | 1833k | 46984 | 20799 | 1147 |
000004 | 2008 | 0 | 1 | ST Guonong | Road transport industry | G | G | G | G54 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 2 | 2 | 1762k | 41894 | 18501 | 999 |
000004 | 2009 | 0 | 0 | *ST Guonong | Road transport industry | G | G | G | G54 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 5 | 5 | 1956k | 44307 | 19875 | 1016 |
000004 | 2010 | 1 | 0 | *ST Guonong | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 3 | 3 | 3722k | 42799 | 18977 | 1014 |
000004 | 2011 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 3 | 3 | 3471k | 38172 | 16982 | 958 |
000004 | 2012 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 4 | 4 | 4763k | 31943 | 14157 | 934 |
000004 | 2013 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 3357k | 36243 | 15908 | 965 |
000004 | 2014 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 2090k | 38887 | 17156 | 1089 |
000004 | 2015 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 0 | 0 | 2177k | 39419 | 17447 | 1230 |
000004 | 2016 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 1 | 0 | 0 | 0 | 1 | 2232k | 48318 | 21688 | 1412 |
000004 | 2017 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 6 | 6 | 2128k | 52916 | 23899 | 1484 |
000004 | 2018 | 1 | 0 | Guonong Technology | Pharmaceutical manufacturing industry | C | C2 | C27 | C27 | Guangdong Province | Shenzhen City | 1 | 0 | 0 | 0 | 18 | 19 | 4696k | 56441 | 25772 | 1572 |
000004 | 2019 | 0 | 0 | Guonong Technology | Software and information technology services industry | I | I | I | I65 | Guangdong Province | Shenzhen City | 0 | 2 | 7 | 0 | 52 | 61 | 2838k | 62492 | 28275 | 1767 |
000004 | 2020 | 0 | 0 | Guohua Network Security | Software and information technology services industry | I | I | I | I65 | Guangdong Province | Shenzhen City | 4 | 24 | 26 | 0 | 107 | 161 | 3051k | 71194 | 32773 | 1884 |
000005 | 2007 | 0 | 0 | ST Star Source | Comprehensive | S | S | S | S90 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 0 | 0 | 270k | 35755 | 16487 | 915 |
000005 | 2008 | 0 | 0 | Century Star Source | Comprehensive | S | S | S | S90 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 1431k | 38612 | 18554 | 920 |
000005 | 2009 | 0 | 0 | Century Star Source | Comprehensive | S | S | S | S90 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 2 | 2 | 617k | 40532 | 19135 | 1008 |
000005 | 2010 | 0 | 0 | Century Star Source | Comprehensive | S | S | S | S90 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 1732k | 40844 | 19253 | 1021 |
000005 | 2011 | 0 | 0 | Century Star Source | Comprehensive | S | S | S | S90 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 3720k | 49841 | 23325 | 1221 |
000005 | 2012 | 0 | 0 | Century Star Source | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 2265k | 51657 | 24433 | 1247 |
000005 | 2013 | 0 | 0 | Century Star Source | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 2338k | 60188 | 28693 | 1322 |
000005 | 2014 | 0 | 0 | Century Star Source | Real estate industry | K | K | K | K70 | Guangdong Province | Shenzhen City | 0 | 0 | 0 | 0 | 1 | 1 | 2398k | 74274 | 35577 | 1679 |
A-share listed companies digital transformation rating results information table
Securities code | Stock abbreviation | Year | Industry Category Name | Industry Category Code | Geographical location | Province | Digital transformation rating results |
---|---|---|---|---|---|---|---|
000001 | Ping An Bank | 2016 | Financial Industry | J | Eastern | Guangdong Province | AA |
000001 | Ping An Bank | 2017 | Financial Industry | J | Eastern | Guangdong Province | AA |
000001 | Ping An Bank | 2018 | Financial Industry | J | Eastern | Guangdong Province | AA |
000001 | Ping An Bank | 2019 | Financial Industry | J | Eastern | Guangdong Province | AA |
000001 | Ping An Bank | 2020 | Financial Industry | J | Eastern | Guangdong Province | AA |
000002 | Vanke A | 2016 | Real estate industry | K | Eastern | Guangdong Province | BBB |
000002 | Vanke A | 2017 | Real estate industry | K | Eastern | Guangdong Province | BBB |
000002 | Vanke A | 2018 | Real estate industry | K | Eastern | Guangdong Province | BBB |
000002 | Vanke A | 2019 | Real estate industry | K | Eastern | Guangdong Province | BBB |
000002 | Vanke A | 2020 | Real estate industry | K | Eastern | Guangdong Province | BBB |
000004 | Guonong Technology | 2016 | Manufacturing | C | Eastern | Guangdong Province | CC |
000004 | Guonong Technology | 2018 | Manufacturing | C | Eastern | Guangdong Province | CCC |
000006 | Shenzhen Industry A | 2016 | Real estate industry | K | Eastern | Guangdong Province | B |
000006 | Shenzhen Zhenye A | 2017 | Real estate industry | K | Eastern | Guangdong Province | BB |
000006 | Shenzhen Zhenye A | 2018 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000006 | Shenzhen Zhenye A | 2019 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000006 | Shenzhen Zhenye A | 2020 | Real estate industry | K | Eastern | Guangdong Province | B |
000007 | Brand new and good | 2016 | Accommodation and catering industry | H | Eastern | Guangdong Province | CC |
000008 | China High-Speed Railway | 2016 | Manufacturing | C | Eastern | Beijing City | AA |
000008 | China High-Speed Railway | 2017 | Manufacturing | C | Eastern | Beijing City | A |
000008 | China High-Speed Railway | 2018 | Manufacturing | C | Eastern | Beijing City | AA |
000008 | China High-Speed Railway | 2019 | Manufacturing | C | Eastern | Beijing City | A |
000008 | China High-Speed Railway | 2020 | Manufacturing | C | Eastern | Beijing City | BBB |
000009 | China Baoan | 2016 | Comprehensive | S | Eastern | Guangdong Province | BBB |
000009 | China Baoan | 2017 | Comprehensive | S | Eastern | Guangdong Province | A |
000009 | China Baoan | 2018 | Comprehensive | S | Eastern | Guangdong Province | BBB |
000009 | China Baoan | 2019 | Comprehensive | S | Eastern | Guangdong Province | A |
000009 | China Baoan | 2020 | Comprehensive | S | Eastern | Guangdong Province | BBB |
000010 | Beautiful Ecology | 2020 | Construction Industry | E | Eastern | Guangdong Province | CC |
000011 | Shenzhen Property A | 2016 | Real estate industry | K | Eastern | Guangdong Province | B |
000011 | Shenzhen Property A | 2017 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000011 | Shenzhen Property A | 2018 | Real estate industry | K | Eastern | Guangdong Province | CC |
000011 | Shenzhen Property A | 2019 | Real estate industry | K | Eastern | Guangdong Province | BB |
000011 | Shenzhen Property A | 2020 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000012 | CSG A | 2016 | Manufacturing | C | Eastern | Guangdong Province | BBB |
000012 | CSG A | 2017 | Manufacturing | C | Eastern | Guangdong Province | BBB |
000012 | CSG A | 2018 | Manufacturing | C | Eastern | Guangdong Province | BBB |
000012 | CSG A | 2019 | Manufacturing | C | Eastern | Guangdong Province | BB |
000012 | CSG A | 2020 | Manufacturing | C | Eastern | Guangdong Province | BBB |
000014 | Shahe Shares | 2016 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000014 | Shahe Shares | 2017 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000014 | Shahe Shares | 2018 | Real estate industry | K | Eastern | Guangdong Province | CC |
000014 | Shahe Shares | 2019 | Real estate industry | K | Eastern | Guangdong Province | CCC |
000014 | Shahe Shares | 2020 | Real estate industry | K | Eastern | Guangdong Province | CC |
000019 | Shen Shen Bao A | 2016 | Manufacturing | C | Eastern | Guangdong Province | CCC |
000019 | Shen Shen Bao A | 2017 | Manufacturing | C | Eastern | Guangdong Province | CCC |
000019 | Shenzhen Liang Holdings | 2018 | Manufacturing | C | Eastern | Guangdong Province | BBB |
000019 | Shenzhen Liang Holdings | 2019 | Wholesale and retail trade | F | Eastern | Guangdong Province | A |
000019 | Shenzhen Liang Holdings | 2020 | Wholesale and retail trade | F | Eastern | Guangdong Province | A |
000023 | Shentiandi A | 2016 | Manufacturing | C | Eastern | Guangdong Province | CC |
References
- Wu Fei, Hu Huizhi, Lin Huiyan, and Ren Xiaoyi, 2021: "Enterprise Digital Transformation and Capital Market Performance-Empirical Evidence from Stock Liquidity", "Management World" Issue 7.
Data update frequency
Annual Update