MEASURING INNOVATIVENESS OF PUBLIC ORGANIZATIONS: USING NATURAL LANGUAGE PROCESSING TECHNIQUES IN COMPUTER-AIDED TEXTUAL ANALYSIS

被引:25
作者
Pandey, Sheela [1 ,2 ]
Pandey, Sanjay K. [3 ]
Miller, Larry [4 ]
机构
[1] George Washington Univ, Trachtenberg Sch, Washington, DC 20052 USA
[2] Arizona State Univ, Ctr Org Res & Design CORD, Tempe, AZ 85287 USA
[3] George Washington Univ, Trachtenberg Sch, Publ Policy & Publ Adm, Washington, DC 20052 USA
[4] Florida SouthWestern State Coll, Sch Educ & Charter Sch, Ft Myers, FL USA
关键词
ENTREPRENEURIAL ORIENTATION; COLLABORATIVE INNOVATION; RED TAPE; PERFORMANCE; DIFFUSION; MANAGEMENT; POLICY; GOVERNMENT; ADOPTION; ACHIEVEMENT;
D O I
10.1080/10967494.2016.1143424
中图分类号
C93 [管理学]; D035 [国家行政管理]; D523 [行政管理]; D63 [国家行政管理];
学科分类号
12 ; 1201 ; 1202 ; 120202 ; 1204 ; 120401 ;
摘要
We propose a new method for measuring innovativeness in the public sector using natural language processing techniques. Our approach extends traditional content analysis techniques by combining insights from linguistic theory and recent developments in computational techniques. We develop and employ phrase-level data dictionaries (using both noun phrases and verb phrases) from organizational documents. We use letters to the board of education from a sample of New Jersey school districts to develop measures of innovativenessone measure is based on expert assessments and the other is inductively derived. We perform rigorous tests of content validity, external validity, and predictive validity on these measures. We conclude with a discussion of implications of this new measurement approach and its potential applications to other public management contexts.
引用
收藏
页码:78 / 107
页数:30
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