大数据营销:综述与展望
Big data marketing: Review and prospect
查看参考文献47篇
文摘
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随着追踪消费者足迹能力的增强,营销科学正经历着一场大数据的革命.为了了解大数据背景下消费者行为和营销战略的改变,此项研究结合近十余年大数据营销的有关文献,梳理了大数据营销的相关概念,类型及分析方法,并提炼出搜索、移动、口碑、数字化、APP和社会媒体等50个大数据营销的热门主题.在此基础之上,分别从互联网、社会网络、移动互联网、大数据和人工智能等四个阶段对大数据营销的研究进展进行回顾,最后围绕客户旅程,营销活动的量化评估和营销分析技术的开发三个方面对大数据营销的未来研究方向进行展望. |
其他语种文摘
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As the capability of tracking consumer footprint is enhanced,marketing science is experiencing a revolution of big data.In order to understand the changes in consumer behavior and marketing strategy under big data era,this paper collects relevant literature on big data marketing in the past decade,sorts out the related concepts,types and analytical methodsp,and extracts top 50 popular subjects of big data marketing such as search,mobile,word-of-mouth,digitization,APP and social media.Based on these findings,we review the research progress of big data marketing through four stages including Internet,social network,mobile Internet,big data and artificial intelligence.In the end,the future research direction of big data marketing is discussed from the three aspects regarding customer journey,quantitative evaluation of marketing activities,and development of marketing analytics technology. |
来源
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系统工程理论与实践
,2020,40(8):2150-2158 【核心库】
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DOI
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10.12011/1000-6788-2020-1187-09
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关键词
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大数据营销
;
客户旅程
;
社会网络
;
移动化
;
人工智能
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地址
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1.
香港中文大学(深圳)经管学院, 深圳, 518172
2.
中国科学技术大学管理学院, 合肥, 230026
3.
岭南大学商学院市场及国际企业系, 香港, 999077
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语种
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中文 |
文献类型
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综述型 |
ISSN
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1000-6788 |
学科
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社会科学总论 |
基金
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国家自然科学基金
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文献收藏号
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CSCD:6793964
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参考文献 共
47
共3页
|
1.
Wedel M. Marketing analytics for data-rich environments.
Journal of Marketing,2016,80(6):97-121
|
CSCD被引
3
次
|
|
|
|
2.
新浪科技.
2684亿元! 2019天猫双11最终成交额最破记录,2020
|
CSCD被引
1
次
|
|
|
|
3.
Kotler P.
Marketing 4.0: Moving from traditional to digital,2016
|
CSCD被引
2
次
|
|
|
|
4.
贾建民. 大数据行为研究趋势:一个"时空关"的视角.
管理世界,2020(2):106-212
|
CSCD被引
6
次
|
|
|
|
5.
Laney D. 3D data management: Controlling data volume, velocity and variety.
META Group Research Note,2001,6:70-73
|
CSCD被引
6
次
|
|
|
|
6.
Chintagunta P. Marketing science and big data.
Marketing Science,2016,35:341-342
|
CSCD被引
1
次
|
|
|
|
7.
Lau R Y. Big data commerce.
Information & Management,2016,53(8):929-933
|
CSCD被引
1
次
|
|
|
|
8.
Balducci B. Unstructured data in marketing.
Journal of the Academy of Marketing Science,2018,46(4):557-590
|
CSCD被引
2
次
|
|
|
|
9.
Berger J. Uniting the tribes: Using text for marketing insight.
Journal of Marketing,2020,84(1):1-25
|
CSCD被引
2
次
|
|
|
|
10.
Gilula Z. A direct approach to data fusion.
Journal of Marketing Research,2006,43(1):73-83
|
CSCD被引
1
次
|
|
|
|
11.
Varian H R. Big data: New tricks for econometrics.
Journal of Economic Perspectives,2014,28(2):3-28
|
CSCD被引
14
次
|
|
|
|
12.
Bijmolt T H A. New empirical generalizations on the determinants of price elasticity.
Journal of Marketing Research,2005,42(2):141-156
|
CSCD被引
3
次
|
|
|
|
13.
Goodstein R C. UPC scanner pricing systems: Are they accurate?.
Journal of Marketing,1994,58(2):20-30
|
CSCD被引
1
次
|
|
|
|
14.
Guadagni P M. A logit model of brand choice calibrated on scanner data.
Marketing Science,1983,2(3):203-238
|
CSCD被引
15
次
|
|
|
|
15.
Christen M. Using market-level data to understand promotion effects in a nonlinear model.
Journal of Marketing Research,1997,34(3):322-334
|
CSCD被引
1
次
|
|
|
|
16.
Hamilton R. Traveling with companions: The social customer journey.
Journal of Marketing,2020
|
CSCD被引
1
次
|
|
|
|
17.
Montgomery A L. Modeling online browsing and path analysis using clickstream data.
Marketing Science,2004,23(4):579-595
|
CSCD被引
7
次
|
|
|
|
18.
Park Y H. Modeling browsing behavior at multiple websites.
Marketing Science,2004,23(3):280-303
|
CSCD被引
2
次
|
|
|
|
19.
Kim J B. Mapping online consumer search.
Journal of Marketing Research,2011,48(1):13-27
|
CSCD被引
1
次
|
|
|
|
20.
Du X. Bidding for multiple keywords in sponsored search advertising: Keyword categories and match types.
Information Systems Research,2017,28(4):711-722
|
CSCD被引
1
次
|
|
|
|
|