natural language processing;
literature review;
sentiment analysis;
machine learning;
SOCIAL MEDIA;
TEXTUAL ANALYSIS;
SEARCH ENGINES;
SENTIMENT;
IMPACT;
INFORMATION;
ADAPTATION;
ANALYTICS;
EVOLUTION;
PATTERNS;
D O I:
10.1080/23270012.2020.1756939
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Natural language processing (NLP) is gaining momentum in management research for its ability to automatically analyze and comprehend human language. Yet, despite its extensive application in management research, there is neither a comprehensive review of extant literature on such applications, nor is there a detailed walkthrough on how it can be employed as an analytical technique. To this end, we review articles in the UT Dallas List of 24 Leading Business Journals that employ NLP as their focal analytical technique to elucidate how textual data can be harnessed for advancing management theories across multiple disciplines. We describe the available toolkits and procedural steps for employing NLP as an analytical technique as well as its advantages and disadvantages. In so doing, we highlight the managerial and technological challenges associated with the application of NLP in management research in order to guide future inquires.
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USAWest Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USA
机构:
Columbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USAColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
Ansari, Asim
;
Li, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Cheung Kong Grad Sch Business, Mkt, Beijing 100738, Peoples R ChinaColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
Li, Yang
;
Zhang, Jonathan Z.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Mkt & Int Business, Foster Sch Business, Seattle, WA 98195 USAColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
机构:
Univ Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA
Barlow, Matthew A.
;
Verhaal, J. Cameron
论文数: 0引用数: 0
h-index: 0
机构:
Tulane Univ, Freeman Sch Business, Dept Management, Goldring Woldenberg Business Complex, New Orleans, LA 70118 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA
Verhaal, J. Cameron
;
Angus, Ryan W.
论文数: 0引用数: 0
h-index: 0
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Dept Management, Morgantown, WV 26506 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USAWest Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USA
机构:
Columbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USAColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
Ansari, Asim
;
Li, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Cheung Kong Grad Sch Business, Mkt, Beijing 100738, Peoples R ChinaColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
Li, Yang
;
Zhang, Jonathan Z.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Mkt & Int Business, Foster Sch Business, Seattle, WA 98195 USAColumbia Univ, Mkt Div, Columbia Business Sch, New York, NY 10027 USA
机构:
Univ Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA
Barlow, Matthew A.
;
Verhaal, J. Cameron
论文数: 0引用数: 0
h-index: 0
机构:
Tulane Univ, Freeman Sch Business, Dept Management, Goldring Woldenberg Business Complex, New Orleans, LA 70118 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA
Verhaal, J. Cameron
;
Angus, Ryan W.
论文数: 0引用数: 0
h-index: 0
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Dept Management, Morgantown, WV 26506 USAUniv Nebraska, Coll Business Adm, Dept Management, Lincoln, NE 68588 USA