

World Regional Studies ›› 2025, Vol. 34 ›› Issue (8): 170-182.DOI: 10.3969/j.issn.1004-9479.2025.08.20230138
Yuanping FANG(
), Feng ZHANG, Feng LIU, Wenxin LU
Received:2023-03-16
Revised:2024-10-09
Online:2025-08-15
Published:2025-09-01
作者简介:方远平(1974— ),男,教授,博士,研究方向为知识密集型服务业与区域创新、经济地理与城乡规划,E-mail: fangyuanping@m.scnu.edu.cn。
基金资助:Yuanping FANG, Feng ZHANG, Feng LIU, Wenxin LU. Spatial correlations and influencing factors on informatization level and technological innovation capability: A case study of Guangdong Province[J]. World Regional Studies, 2025, 34(8): 170-182.
方远平, 张峰, 刘凤, 陆文心. 信息化水平与科技创新能力的空间关联性及影响因素研究[J]. 世界地理研究, 2025, 34(8): 170-182.
| 总指数 | 分类指数 | 代号 | 指标 |
|---|---|---|---|
| 信息化水平 | 基础设施指数 | X1 | 移动电话普及率/(部/人) |
| X2 | 互联网宽带接入用户数/万户 | ||
| X3 | 信息产业基础设施总投 资占固定投资比重/% | ||
| 应用指数 | X4 | 人均邮电业务量/万元 | |
| X5 | 人均函件/(件/人) | ||
| 知识指数 | X6 | 每万人在校大学生数/万人 | |
| X7 | 每万人专利授权数/万人 | ||
| 环境与效果指数 | X8 | 信息产业增加值占GDP的比重/% | |
| X9 | 信息产业研究与开发经费占GDP的比重/% | ||
| X10 | 人均GDP/ (元/人) | ||
| 信息消费指数 | X11 | 人均电信业务消费量/ (元/人) |
Tab. 1 Evaluation index system of informatization
| 总指数 | 分类指数 | 代号 | 指标 |
|---|---|---|---|
| 信息化水平 | 基础设施指数 | X1 | 移动电话普及率/(部/人) |
| X2 | 互联网宽带接入用户数/万户 | ||
| X3 | 信息产业基础设施总投 资占固定投资比重/% | ||
| 应用指数 | X4 | 人均邮电业务量/万元 | |
| X5 | 人均函件/(件/人) | ||
| 知识指数 | X6 | 每万人在校大学生数/万人 | |
| X7 | 每万人专利授权数/万人 | ||
| 环境与效果指数 | X8 | 信息产业增加值占GDP的比重/% | |
| X9 | 信息产业研究与开发经费占GDP的比重/% | ||
| X10 | 人均GDP/ (元/人) | ||
| 信息消费指数 | X11 | 人均电信业务消费量/ (元/人) |
| 总指标 | 分类指标 | 代号 | 指标/单位 |
|---|---|---|---|
| 科技创新能力 | 科技创新投入 | Y1 | R&D人员的全时当量/人年 |
| Y2 | R&D活动经费投入/亿元 | ||
| Y3 | 政府财政科技支出占GDP比重/ % | ||
| 科技创新环境 | Y4 | 全年固定资产投资/亿元 | |
| Y5 | 教育经费占财政总支出的比重/% | ||
| Y6 | 高等学校数/所 | ||
| 科技创新产出 | Y7 | 高新技术企业/个 | |
| Y8 | 发明专利授权数/件 | ||
| Y9 | 高新技术企业新产品产值/元 |
Tab. 2 Evaluation index system for scientific and technological innovation ability
| 总指标 | 分类指标 | 代号 | 指标/单位 |
|---|---|---|---|
| 科技创新能力 | 科技创新投入 | Y1 | R&D人员的全时当量/人年 |
| Y2 | R&D活动经费投入/亿元 | ||
| Y3 | 政府财政科技支出占GDP比重/ % | ||
| 科技创新环境 | Y4 | 全年固定资产投资/亿元 | |
| Y5 | 教育经费占财政总支出的比重/% | ||
| Y6 | 高等学校数/所 | ||
| 科技创新产出 | Y7 | 高新技术企业/个 | |
| Y8 | 发明专利授权数/件 | ||
| Y9 | 高新技术企业新产品产值/元 |
| 年份 | Moran’s Ⅰ指数 | p 值 | z 得分 | 年份 | Moran’s Ⅰ指数 | p 值 | z 得分 |
|---|---|---|---|---|---|---|---|
| 2010 | 0.415 | 0.014 | 3.458 | 2016 | 0.455 | 0.004 | 3.727 |
| 2011 | 0.431 | 0.009 | 3.429 | 2017 | 0.473 | 0.004 | 3.881 |
| 2012 | 0.449 | 0.007 | 3.656 | 2018 | 0.469 | 0.006 | 3.712 |
| 2013 | 0.472 | 0.010 | 3.468 | 2019 | 0.457 | 0.003 | 3.757 |
| 2014 | 0.448 | 0.008 | 3.611 | 2020 | 0.436 | 0.007 | 3.485 |
| 2015 | 0.440 | 0.007 | 3.692 |
Tab.3 Bivariate spatial autocorrelation Moran’s I of information technology and technological innovation capability in Guangdong Province for 2010-2020
| 年份 | Moran’s Ⅰ指数 | p 值 | z 得分 | 年份 | Moran’s Ⅰ指数 | p 值 | z 得分 |
|---|---|---|---|---|---|---|---|
| 2010 | 0.415 | 0.014 | 3.458 | 2016 | 0.455 | 0.004 | 3.727 |
| 2011 | 0.431 | 0.009 | 3.429 | 2017 | 0.473 | 0.004 | 3.881 |
| 2012 | 0.449 | 0.007 | 3.656 | 2018 | 0.469 | 0.006 | 3.712 |
| 2013 | 0.472 | 0.010 | 3.468 | 2019 | 0.457 | 0.003 | 3.757 |
| 2014 | 0.448 | 0.008 | 3.611 | 2020 | 0.436 | 0.007 | 3.485 |
| 2015 | 0.440 | 0.007 | 3.692 |
Fig.3 Bivariate local spatial autocorrelation (Moran scatter) map of information technology and technological innovation capacity in Guangdong Province in 2010, 2015 and 2020
Fig.4 Bivariate local spatial autocorrelation (LISA) map of information technology and technological innovation capacity in Guangdong Province in 2010, 2015 and 2020
| 探测因子 | 编码 | 指标因素 |
|---|---|---|
| 经济基础 | ECO | 地区生产总值/亿元 |
| 工业产业基础 | INDU | 规模以上工业企业数/个 |
| 研发投入 | RDI | R&D投入占比/% |
| 人力资本 | RDP | R&D全时人员/人 |
| 城镇化水平 | URB | 城镇人口比重/% |
| 教育水平 | EDU | 普通高校平均每万人口在校学生数/人 |
Tab. 4 Influencing factors index system
| 探测因子 | 编码 | 指标因素 |
|---|---|---|
| 经济基础 | ECO | 地区生产总值/亿元 |
| 工业产业基础 | INDU | 规模以上工业企业数/个 |
| 研发投入 | RDI | R&D投入占比/% |
| 人力资本 | RDP | R&D全时人员/人 |
| 城镇化水平 | URB | 城镇人口比重/% |
| 教育水平 | EDU | 普通高校平均每万人口在校学生数/人 |
| 变量 | 无交互项 | TNF×ECO | TNF×INDU | TNF×RDP | TNF×RDI | TNF×EDU | TNF×URB |
|---|---|---|---|---|---|---|---|
| TNF | 1.650*** | 0.232 | 0.321* | 0.072 | 0.098 | 1.326* | 0.413** |
| (0.562) | (0.229) | (0.177) | (0.141) | (0.263) | (0.739) | (0.152) | |
| 交互项 | 0.610*** | 0.553*** | 0.354*** | 0.297*** | 0.143 | 0.027*** | |
| (0.156) | (0.114) | (0.056) | (0.062) | (0.091) | (0.007) | ||
| 时间固定效应 | 是 | 是 | 是 | 是 | 是 | 是 | 是 |
| 个体固定效应 | 是 | 是 | 是 | 是 | 是 | 是 | 是 |
| Obs | 231 | 231 | 231 | 231 | 231 | 231 | 231 |
| Group | 21 | 21 | 21 | 21 | 21 | 21 | 21 |
| R2 | 0.592 | 0.762 | 0.850 | 0.894 | 0.854 | 0.621 | 0.599 |
Tab. 5 The regression of the interaction between the level of informatization and other influencing factors on the impact of innovation
| 变量 | 无交互项 | TNF×ECO | TNF×INDU | TNF×RDP | TNF×RDI | TNF×EDU | TNF×URB |
|---|---|---|---|---|---|---|---|
| TNF | 1.650*** | 0.232 | 0.321* | 0.072 | 0.098 | 1.326* | 0.413** |
| (0.562) | (0.229) | (0.177) | (0.141) | (0.263) | (0.739) | (0.152) | |
| 交互项 | 0.610*** | 0.553*** | 0.354*** | 0.297*** | 0.143 | 0.027*** | |
| (0.156) | (0.114) | (0.056) | (0.062) | (0.091) | (0.007) | ||
| 时间固定效应 | 是 | 是 | 是 | 是 | 是 | 是 | 是 |
| 个体固定效应 | 是 | 是 | 是 | 是 | 是 | 是 | 是 |
| Obs | 231 | 231 | 231 | 231 | 231 | 231 | 231 |
| Group | 21 | 21 | 21 | 21 | 21 | 21 | 21 |
| R2 | 0.592 | 0.762 | 0.850 | 0.894 | 0.854 | 0.621 | 0.599 |
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