| 2,693 | 48 | 367 |
| 下载次数 | 被引频次 | 阅读次数 |
在数字经济时代,数字化转型已成为产业升级和经济高质量发展的助推器,高校作为人才、知识和技术等数字化资源的重要供给方,在推动企业数字化转型方面发挥着关键作用。基于对A股上市公司官网新闻的文本分析,构建衡量企业层面产学研合作程度的指标,实证检验产学研合作对企业数字化转型的促进效应、内在机制及其作用后果。研究发现:产学研合作显著提升了企业的数字化转型,并且该结论在考虑内生性问题以及一系列稳健性检验后依然成立。机制分析显示,数字化转型的促进作用通过人才效应和创新效应来实现。异质性分析表明,政府在基础研究和科技人才投入的注意力越多,产学研合作对数字化转型的促进作用越强,并且该作用对高新技术行业、市场化水平较高地区的企业也更加显著。进一步地,产学研合作能够通过推动数字化转型程度以促进数字化成果的产出。研究结论不仅在理论上揭示了产学研合作对企业数字化转型的影响机理,也为产学研合作和数字化转型实践提供了有益指导,对相关政策的制定也具有重要的启示。
Abstract:In the era of digital economy, digital transformation has become the booster of industrial upgrading and high-quality economic development. As an important supplier of digital resources such as talents, knowledge and technology, universities play a key role in promoting the digital transformation of firms. Based on text analysis of the official website news of the Chinese A-share listed firms, an indicator is constructed to measure the degree of academia-industry-collaboration at the firm level. Then we empirically examine the promotion effect, internal mechanism and consequences of academia-industry collaboration on the digital transformation of firms. The results show that academia-industry collaboration significantly improves the digital transformation of firms, and the conclusion is still robust after considering endogeneity issues and a series of robustness tests. Mechanism analysis shows that the promotion effect of digital transformation is achieved through talent effects and innovation effects. The heterogeneity analysis shows that the more attention the government invests in basic research and scientific and technological talents, the stronger effect of academia-industry collaboration in promoting digital transformation. The effect is also more significant for high-tech industries and firms in regions with high marketization level. Further, academia-industry collaboration can promote the output of digital achievements by promoting digital transformation. Research conclusion not only reveals the impact mechanism of academia-industry collaboration on firm digital transformation in theory, but also provides useful guidance for academia-industry collaboration and digital transformation practice, and also has important implications for the formulation of relevant policies.
[1]JAFFE A B.Real effects of academic research[J].American Economic Review,1989,79(5):957-970.
[2]ROSENBERG N,NELSON R R.American universities and technical advance in industry[J].Research Policy,1994,23(3):323-348.
[3]KAFOUROS M,WANG C,PIPEROPOULOS P,et al.Academic collaborations and firm innovation performance in China:the role of region-specific institutions[J].Research Policy,2015,44(3):803-817.
[4]俞彬,蔡凯星,钱美芬,等.多元研发模式对企业价值影响动态演进研究——基于光学制造隐形冠军的案例[J].管理世界,2022(6):139-157.
[5]李滋阳,石宏伟,罗建强,等.高校产学研推进制造业数字化转型的瓶颈、机遇与路径[J].青海社会科学,2021(3):110-118.
[6]戚聿东,肖旭.数字经济时代的企业管理变革[J].管理世界,2020(6):135-153.
[7]张羽飞,原长弘.产学研深度融合突破关键核心技术的演进研究[J].科学学研究,2022(5):852-862.
[8]贺远琼,刘路明,田志龙,等.“政产学用”如何驱动“卡脖子”技术的双核创新?——基于华中数控的纵向案例研究[J/OL].南开管理评论,2022.https://kns.cnki.net/kcms/detail/12.1288.f.20220909.1130.004.html.
[9]MUBARAK M F,PETRAITE M.Industry 4.0 technologies,digital trust and technological orientation:what matters in openinnovation?[J].Technological Forecasting and Social Change,2020,161(2):1-11.
[10]袁胜超.数字化驱动了产学研协同创新吗?——兼论知识产权保护与企业吸收能力的调节效应[J].科学学与科学技术管理,2023(4):60-81.
[11]吴非,胡慧芷,林慧妍,等.企业数字化转型与资本市场表现——来自股票流动性的经验证据[J].管理世界,2021(7):130-145.
[12]权小锋,刘佳伟,孙雅倩.设立企业博士后工作站促进技术创新吗?——基于中国上市公司的经验证据[J].中国工业经济,2020(9):175-192.
[13]申宇,赵玲,吴风云.创新的母校印记:基于校友圈与专利申请的证据[J].中国工业经济,2017(8):156-173.
[14]GEORGE G,ZAHRA S A,WOOD D R.The effects of business-university alliances on innovative output and financial performance:a study of publicly traded biotechnology companies[J].Journal of Business Venturing,2002,17(6):577-609.
[15]HANEL P,ST-PIERRE M.Industry-university collaboration by Canadian manufacturing firms[J].Journal Technology Transfer,2006,31(4):485-499.
[16]刘向东,米壮,何明钦等.零售数字化创新与企业竞争力——基于利益相关者视角的实证研究[J].商业经济与管理,2022(5):5-17.
[17]张叶青,陆瑶,李乐芸.大数据应用对中国企业市场价值的影响——来自中国上市公司年报文本分析的证据[J].经济研究,2021(12):42-59.
[18]JOHNSTONA,HUGGINS R.Networks,SMEs,and the university:the process of collaboration and open innovation[M].Cheltenham:Edward Elgar Publishing,2021.
[19]陈茜,肖钦文,郝江江,等.产学研用一体化推进数字社会建设的实践路径研究[J].科技广场,2023(1):35-43.
[20]HANELT A,BOHNSACK R,MARZD,et al.A systematic review of the literature on digital transformation:insights and implications for strategy and organizational change[J].Journal of Management Studies,2021,58(5):1159-1197.
[21]郑琼洁,姜卫民.数字经济视域下制造业企业数字化转型研究——基于企业问卷调查的实证分析[J].江苏社会科学,2022(1):137-149.
[22]PERKMANN M,SALANDRA R,TARTARI V,et al.Academic engagement:a review of the literature 2011-2019[J].Research Policy,2021,50(1):1-20.
[23]王雯岚,许荣.高校校友联结促进公司创新的效应研究[J].中国工业经济,2020(8):156-174.
[24]VIAL G.Understanding digital transformation:a review and a research agenda[J].Journal of Strategic Information Systems,2019,28(2):118-144.
[25]吴江,陈婷,龚艺巍,等.企业数字化转型理论框架和研究展望[J].管理学报,2021(12):1871-1880.
[26]陈春花.传统企业数字化转型能力体系构建研究[J].人民论坛·学术前沿,2019(18):6-12.
[27]PETRUZZELLI A M,MURGIA G,PARMENTOLA A.How can open innovation support SMEs in the adoption of i4.0 technologies?An empirical analysis[J].R&D Management,2021,52(4):615-632.
[28]陈劲,阳银娟.协同创新的理论基础与内涵[J].科学学研究,2012(2):161-164.
[29]ETZKOWITZ H,LEYDESDORFF L.The dynamics of innovation:from national systems and“mode 2”to a triple helix of university-industry-government relations[J].Research Policy,2000,4(10):109-123.
[30]何郁冰.产学研协同创新的理论模式[J].科学学研究,2012(2):165-174.
[31]BRYNJOLFSSON E,ROCK D,SYVERSON C.The productivity J-curve:how intangibles complement general purpose technologies[J].American Economic Journal:Macroeconomics,2021,13(1):333-372.
[32]LI L,SU F,ZHANG W,et al.Digital transformation by SME entrepreneurs:a capability perspective[J].Information Systems Journal,2018,28(6):1129-1157.
[33]ZANGIACOMI A,PESSO E,FORNASIERO R,et al.Moving towards digitalization:a multiple case study in manufacturing[J].Production Planning & Control,2020,31(2-3):143-157.
[34]SHAMIM S,CANG S,YU H,et al.Management approaches for Industry 4.0:a human resource management perspective[J].IEEE Congress on Evolutionary Computation (CEC),2016,2(11):1-8.
[35]TAMBE P.Big data investment,skills,and firm value[J].Management Science,2014,60(6):1452-1469.
[36]GIOTOPOULOS I,KONTOLAIMOU A,KORRA E,et al.What drives ICT adoption by SMEs?Evidence from a large-scale survey in Greece[J].Journal of Business Research,2017,81(2):60-69.
[37]王武东,李小文,夏建国.工程教育改革发展和新工科建设的若干问题思考[J].高等工程教育研究,2020(1):52-55.
[38]ZUCKER L G,DARBY M R,ARMSTRONG J.Geographically localized knowledge:spillovers or markets?[J].Economic Inquiry,1998,36(1):65-86.
[39]CHOI J D,LEE,J S,BAE Z T.When do firms focus on publicresearch?Evidence from U.S.medical device industry[J].Industry and Innovation,2019,26(6):667-689.
[40]BOZEMAN B.Technology transfer and public policy:a review of research and theory[J].Research Policy,2000,29(4-5):627-655.
[41]ANDERSON J R.Cognitivepsychology and its implications[M].New York:Worth Publishers,2004.
[42]章文光,刘志鹏.注意力视角下政策冲突中地方政府的行为逻辑——基于精准扶贫的案例分析[J].公共管理学报,2020(4):152-162.
[43]许治,张建超.新中国成立以来政府对科技人才注意力研究——基于国务院政府工作报告(1954—2019年)文本分析[J].科学学与科学技术管理,2020(2):19-32.
[44]原毅军,孙大明.合作研发影响制造业技术升级的机理及实证研究[J].经济学家,2017(8):49-55.
[45]袁淳,肖土盛,耿春晓,等.数字化转型与企业分工:专业化还是纵向一体化[J].中国工业经济,2021(9):137-155.
[46]陈庆江,王彦萌,万茂丰.企业数字化转型的同群效应及其影响因素研究[J].管理学报,2021(5):653-663.
[47]RAJALO S,VADI M.University-industry innovation collaboration:reconceptualization[J].Technovation,2017,3(62):42-54.
[48]白云霞,王砚萍.官员访问与公司雇员[J].科研管理,2019(5):254-263.
[49]SCHARTINGER D,RAMMER C,FISCHER MM,et al.Knowledge interactions between universities and industry in Austria:sectoral patterns and determinants[J].Research Policy,2002,31(3):303-328.
[50]ANKRAH S,AL-TABBAA O.University-industry collaboration:a systematic review[J].Scandinavian Journal of Management,2015,5(31):387-408.
[51]仲伟俊,梅姝娥,谢园园.产学研合作技术创新模式分析[J].中国软科学,2009(8):174-181.
[52]TYLER B B,CANER T.New product introductions below aspirations,slack and R&D alliances:a behavioral perspective[J].Strategic Management Journal,2016,37(5):896-910.
[53]樊纲,王小鲁,马光荣.中国市场化进程对经济增长的贡献[J].经济研究,2011(9):4-16.
[54]潘越,肖金利,戴亦一.文化多样性与企业创新:基于方言视角的研究[J].金融研究,2017(10):146-161.
[55]周楷唐,麻志明,吴联生.高管学术经历与公司债务融资成本[J].经济研究,2017(7):169-183.
[56]BAMBER L S,JIANG J X,WANG I Y.What's my style?The influence of top managers on voluntary corporate financial disclosire?[J].Accounting Review,2010,85(4):1131-1162.
[57]赵宸宇,王文春,李雪松.数字化转型如何影响企业全要素生产率[J].财贸经济,2021(7):114-129.
[58]翟华云,李倩茹.企业数字化转型提高了审计质量吗?——基于多时点双重差分模型的实证检验[J].审计与经济研究,2022(2):69-80.
[59]BARON R M,KENNY D A.The moderator-mediator variable distinction in social psychological research:conceptual,strategic,and statistical considerations[J].Journal of Personality and Social Psychology,1986,51(6):1173-1182.
(1)方括号内为在10%的显著性水平上Stock-Yogo弱工具变量识别F检验的临界值。
(2)本文还用技术人员数量/员工总数衡量人才效应,回归结果显示AIC的系数显著为正。
(3)本文还用企业专利申请数量作为衡量创新效应,回归结果显示AIC的系数显著为正。
基本信息:
DOI:10.14134/j.cnki.cn33-1336/f.2023.10.001
中图分类号:F49;F832.51
引用信息:
[1]苏涛永,王柯.产学研合作与企业数字化转型:内在机制与作用后果——基于中国上市公司的经验证据[J].商业经济与管理,2023,No.384(10):5-22.DOI:10.14134/j.cnki.cn33-1336/f.2023.10.001.
基金信息:
国家社会科学基金重点项目“企业数字化与绿色化协同转型机制研究”(23AGL007)
2023-10-15
2023-10-15