---
_id: '41929'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>The advent of social media and its
    commodification have created a never-ending feedback loop between businesses and
    their customers. In this context, constant negative Word-of-Mouth (NWOM) may jeopardize
    a corporate image and cause defensiveness in corporate communication. This paper
    presents a case study of several customer service accounts of the railway company
    Deutsche Bahn on Twitter to investigate the management and control of constant
    NWOM and the impact of accountability strategies on customers’ perception of the
    firm. To this end, a sample of 36,757 Twitter postings was drawn and analyzed
    by means of sentiment and content analysis techniques. The findings suggest that
    the perceived accountability towards the firm declined in case of an attitude
    shift towards the user. In contrast, the firm was being held accountable more
    insistently after expressed defensiveness, regardless of the firm’s actual accountableness.
    With this paper, we introduce the notion of accountability management and an accompanying
    theoretical framework to the literature. This provides a novel perspective on
    constant NWOM countermeasures for organizations that are part of ‘toxic’ industries
    or face unrightfully claimed accusations, i.e., when being held accountable for
    outer circumstances beyond their control.</jats:p>
author:
- first_name: Milad
  full_name: Mirbabaie, Milad
  id: '88691'
  last_name: Mirbabaie
- first_name: Stefan
  full_name: Stieglitz, Stefan
  last_name: Stieglitz
- first_name: Julian
  full_name: Marx, Julian
  last_name: Marx
citation:
  ama: 'Mirbabaie M, Stieglitz S, Marx J. Negative Word of Mouth On Social Media:
    A Case Study of Deutsche Bahn’s Accountability Management. <i>Schmalenbach Journal
    of Business Research</i>. Published online 2023. doi:<a href="https://doi.org/10.1007/s41471-022-00152-w">10.1007/s41471-022-00152-w</a>'
  apa: 'Mirbabaie, M., Stieglitz, S., &#38; Marx, J. (2023). Negative Word of Mouth
    On Social Media: A Case Study of Deutsche Bahn’s Accountability Management. <i>Schmalenbach
    Journal of Business Research</i>. <a href="https://doi.org/10.1007/s41471-022-00152-w">https://doi.org/10.1007/s41471-022-00152-w</a>'
  bibtex: '@article{Mirbabaie_Stieglitz_Marx_2023, title={Negative Word of Mouth On
    Social Media: A Case Study of Deutsche Bahn’s Accountability Management}, DOI={<a
    href="https://doi.org/10.1007/s41471-022-00152-w">10.1007/s41471-022-00152-w</a>},
    journal={Schmalenbach Journal of Business Research}, publisher={Springer Science
    and Business Media LLC}, author={Mirbabaie, Milad and Stieglitz, Stefan and Marx,
    Julian}, year={2023} }'
  chicago: 'Mirbabaie, Milad, Stefan Stieglitz, and Julian Marx. “Negative Word of
    Mouth On Social Media: A Case Study of Deutsche Bahn’s Accountability Management.”
    <i>Schmalenbach Journal of Business Research</i>, 2023. <a href="https://doi.org/10.1007/s41471-022-00152-w">https://doi.org/10.1007/s41471-022-00152-w</a>.'
  ieee: 'M. Mirbabaie, S. Stieglitz, and J. Marx, “Negative Word of Mouth On Social
    Media: A Case Study of Deutsche Bahn’s Accountability Management,” <i>Schmalenbach
    Journal of Business Research</i>, 2023, doi: <a href="https://doi.org/10.1007/s41471-022-00152-w">10.1007/s41471-022-00152-w</a>.'
  mla: 'Mirbabaie, Milad, et al. “Negative Word of Mouth On Social Media: A Case Study
    of Deutsche Bahn’s Accountability Management.” <i>Schmalenbach Journal of Business
    Research</i>, Springer Science and Business Media LLC, 2023, doi:<a href="https://doi.org/10.1007/s41471-022-00152-w">10.1007/s41471-022-00152-w</a>.'
  short: M. Mirbabaie, S. Stieglitz, J. Marx, Schmalenbach Journal of Business Research
    (2023).
date_created: 2023-02-09T10:17:08Z
date_updated: 2023-02-09T10:17:20Z
doi: 10.1007/s41471-022-00152-w
keyword:
- Management of Technology and Innovation
- General Economics
- Econometrics and Finance
- General Business
- Management and Accounting
language:
- iso: eng
publication: Schmalenbach Journal of Business Research
publication_identifier:
  issn:
  - 2366-6153
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: 'Negative Word of Mouth On Social Media: A Case Study of Deutsche Bahn’s Accountability
  Management'
type: journal_article
user_id: '77643'
year: '2023'
...
---
_id: '33665'
author:
- first_name: Marlon
  full_name: Fritz, Marlon
  last_name: Fritz
citation:
  ama: Fritz M. Improved output gap estimates and forecasts using a local linear regression.
    <i>International Economics</i>. 2022;172:157-167. doi:<a href="https://doi.org/10.1016/j.inteco.2022.09.007">10.1016/j.inteco.2022.09.007</a>
  apa: Fritz, M. (2022). Improved output gap estimates and forecasts using a local
    linear regression. <i>International Economics</i>, <i>172</i>, 157–167. <a href="https://doi.org/10.1016/j.inteco.2022.09.007">https://doi.org/10.1016/j.inteco.2022.09.007</a>
  bibtex: '@article{Fritz_2022, title={Improved output gap estimates and forecasts
    using a local linear regression}, volume={172}, DOI={<a href="https://doi.org/10.1016/j.inteco.2022.09.007">10.1016/j.inteco.2022.09.007</a>},
    journal={International Economics}, publisher={Elsevier BV}, author={Fritz, Marlon},
    year={2022}, pages={157–167} }'
  chicago: 'Fritz, Marlon. “Improved Output Gap Estimates and Forecasts Using a Local
    Linear Regression.” <i>International Economics</i> 172 (2022): 157–67. <a href="https://doi.org/10.1016/j.inteco.2022.09.007">https://doi.org/10.1016/j.inteco.2022.09.007</a>.'
  ieee: 'M. Fritz, “Improved output gap estimates and forecasts using a local linear
    regression,” <i>International Economics</i>, vol. 172, pp. 157–167, 2022, doi:
    <a href="https://doi.org/10.1016/j.inteco.2022.09.007">10.1016/j.inteco.2022.09.007</a>.'
  mla: Fritz, Marlon. “Improved Output Gap Estimates and Forecasts Using a Local Linear
    Regression.” <i>International Economics</i>, vol. 172, Elsevier BV, 2022, pp.
    157–67, doi:<a href="https://doi.org/10.1016/j.inteco.2022.09.007">10.1016/j.inteco.2022.09.007</a>.
  short: M. Fritz, International Economics 172 (2022) 157–167.
date_created: 2022-10-10T16:47:18Z
date_updated: 2022-10-10T16:49:07Z
doi: 10.1016/j.inteco.2022.09.007
intvolume: '       172'
keyword:
- General Economics
- Econometrics and Finance
- General Business
- Management and Accounting
language:
- iso: eng
page: 157-167
publication: International Economics
publication_identifier:
  issn:
  - 2110-7017
publication_status: published
publisher: Elsevier BV
status: public
title: Improved output gap estimates and forecasts using a local linear regression
type: journal_article
user_id: '186'
volume: 172
year: '2022'
...
---
_id: '39362'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>This article presents an overview
    of characteristics of Citizen Social Science (CSS) in Germany. CSS is defined
    as scientific research in the humanities and social sciences, carried out in cooperation
    between professional and non-professional researchers. The study draws on an online
    survey and semi-structured interviews with project coordinators and co-researchers.
    It finds that participatory research activities in the humanities and social sciences
    are very diverse in their disciplinary traditions and organisational settings.
    Key features of CSS activities initiated inside as well as outside academic institutions
    are analysed to understand patterns of participation and cooperation. The results
    show that CSS activities are frequently realised in heterogeneous consortia of
    academic and non-academic partners. These consortia influence interactions between
    professional and non-professional researchers. To investigate these observations
    further, the article extends the analytical gaze from participation of individual
    volunteers to various forms of cooperation in consortia. This shift in attention
    brings to sight additional actors and activities that are usually not, or only
    marginally, considered in discussions about C(S)S. Staff of civil society organisations,
    municipalities, schools or cross-sectoral initiatives as well as university students
    are involved in making CSS work. In addition to research tasks, CSS rests on science
    communication, project management and intermediation activities. This extended
    perspective captures more diverse constellations of knowledge production in participatory
    research in the social sciences and humanities than the common focus on participation.
    In this way, the article aims to lay the groundwork for understanding the functioning
    of CSS beyond aspects described by the concept of invited and uninvited participation.
    It shows that CSS activities are not limited to capacitating lay people for participation
    in science. A more adequate description is that such projects are concerned with
    facilitating cooperation with co-researchers and other partners in consortia inside
    and outside of academia. On this basis, the article introduces the notion of cooperation
    capacity as a heuristic device to propose new prompts for research on CSS as well
    as for supporting CSS practice.</jats:p>
article_number: '193'
author:
- first_name: Claudia
  full_name: Göbel, Claudia
  last_name: Göbel
- first_name: Sylvi
  full_name: Mauermeister, Sylvi
  last_name: Mauermeister
- first_name: Justus
  full_name: Henke, Justus
  last_name: Henke
citation:
  ama: Göbel C, Mauermeister S, Henke J. Citizen Social Science in Germany—cooperation
    beyond invited and uninvited participation. <i>Humanities and Social Sciences
    Communications</i>. 2022;9(1). doi:<a href="https://doi.org/10.1057/s41599-022-01198-1">10.1057/s41599-022-01198-1</a>
  apa: Göbel, C., Mauermeister, S., &#38; Henke, J. (2022). Citizen Social Science
    in Germany—cooperation beyond invited and uninvited participation. <i>Humanities
    and Social Sciences Communications</i>, <i>9</i>(1), Article 193. <a href="https://doi.org/10.1057/s41599-022-01198-1">https://doi.org/10.1057/s41599-022-01198-1</a>
  bibtex: '@article{Göbel_Mauermeister_Henke_2022, title={Citizen Social Science in
    Germany—cooperation beyond invited and uninvited participation}, volume={9}, DOI={<a
    href="https://doi.org/10.1057/s41599-022-01198-1">10.1057/s41599-022-01198-1</a>},
    number={1193}, journal={Humanities and Social Sciences Communications}, publisher={Springer
    Science and Business Media LLC}, author={Göbel, Claudia and Mauermeister, Sylvi
    and Henke, Justus}, year={2022} }'
  chicago: Göbel, Claudia, Sylvi Mauermeister, and Justus Henke. “Citizen Social Science
    in Germany—Cooperation beyond Invited and Uninvited Participation.” <i>Humanities
    and Social Sciences Communications</i> 9, no. 1 (2022). <a href="https://doi.org/10.1057/s41599-022-01198-1">https://doi.org/10.1057/s41599-022-01198-1</a>.
  ieee: 'C. Göbel, S. Mauermeister, and J. Henke, “Citizen Social Science in Germany—cooperation
    beyond invited and uninvited participation,” <i>Humanities and Social Sciences
    Communications</i>, vol. 9, no. 1, Art. no. 193, 2022, doi: <a href="https://doi.org/10.1057/s41599-022-01198-1">10.1057/s41599-022-01198-1</a>.'
  mla: Göbel, Claudia, et al. “Citizen Social Science in Germany—Cooperation beyond
    Invited and Uninvited Participation.” <i>Humanities and Social Sciences Communications</i>,
    vol. 9, no. 1, 193, Springer Science and Business Media LLC, 2022, doi:<a href="https://doi.org/10.1057/s41599-022-01198-1">10.1057/s41599-022-01198-1</a>.
  short: C. Göbel, S. Mauermeister, J. Henke, Humanities and Social Sciences Communications
    9 (2022).
date_created: 2023-01-24T09:36:55Z
date_updated: 2023-09-20T11:33:49Z
doi: 10.1057/s41599-022-01198-1
intvolume: '         9'
issue: '1'
keyword:
- General Economics
- Econometrics and Finance
- General Psychology
- General Social Sciences
- General Arts and Humanities
- General Business
- Management and Accounting
language:
- iso: eng
publication: Humanities and Social Sciences Communications
publication_identifier:
  issn:
  - 2662-9992
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Citizen Social Science in Germany—cooperation beyond invited and uninvited
  participation
type: journal_article
user_id: '98032'
volume: 9
year: '2022'
...
---
_id: '48514'
abstract:
- lang: eng
  text: 'This paper introduces narratives in entrepreneurial ecosystems as drivers
    of effectuation vs. causation. Drawing on 43 interviews with successful players
    in Silicon Valley, Munich, and Singapore, we found ecosystem-specific narratives
    indicate what is common, appropriate, and successful in each ecosystem, and these
    narratives encourage either effectuation or causation. Our findings indicate that
    the narratives in the ecosystem in Silicon Valley facilitate effectuation, in
    Munich causation, and in Singapore a cautious balance of both. Our research suggests
    that narratives can explain mechanisms how ecosystems influence entrepreneurship:
    the national culture, market characteristics, available resources, and networks
    in an ecosystem spark ecosystem-specific narratives, which in turn shape tendencies
    towards effectuation and causation. Thereby, we introduce a new ecosystem-focused
    perspective on predictors of effectuation and causation.'
author:
- first_name: Sylvia
  full_name: Hubner-Benz, Sylvia
  id: '100407'
  last_name: Hubner-Benz
- first_name: Fabian
  full_name: Most, Fabian
  last_name: Most
- first_name: Jochen
  full_name: Wirtz, Jochen
  last_name: Wirtz
- first_name: Christine
  full_name: Auer, Christine
  last_name: Auer
citation:
  ama: 'Hubner-Benz S, Most F, Wirtz J, Auer C. Narratives in entrepreneurial ecosystems:
    drivers of effectuation versus causation. <i>Small Business Economics</i>. 2021;59(1):211-242.
    doi:<a href="https://doi.org/10.1007/s11187-021-00531-3">10.1007/s11187-021-00531-3</a>'
  apa: 'Hubner-Benz, S., Most, F., Wirtz, J., &#38; Auer, C. (2021). Narratives in
    entrepreneurial ecosystems: drivers of effectuation versus causation. <i>Small
    Business Economics</i>, <i>59</i>(1), 211–242. <a href="https://doi.org/10.1007/s11187-021-00531-3">https://doi.org/10.1007/s11187-021-00531-3</a>'
  bibtex: '@article{Hubner-Benz_Most_Wirtz_Auer_2021, title={Narratives in entrepreneurial
    ecosystems: drivers of effectuation versus causation}, volume={59}, DOI={<a href="https://doi.org/10.1007/s11187-021-00531-3">10.1007/s11187-021-00531-3</a>},
    number={1}, journal={Small Business Economics}, publisher={Springer Science and
    Business Media LLC}, author={Hubner-Benz, Sylvia and Most, Fabian and Wirtz, Jochen
    and Auer, Christine}, year={2021}, pages={211–242} }'
  chicago: 'Hubner-Benz, Sylvia, Fabian Most, Jochen Wirtz, and Christine Auer. “Narratives
    in Entrepreneurial Ecosystems: Drivers of Effectuation versus Causation.” <i>Small
    Business Economics</i> 59, no. 1 (2021): 211–42. <a href="https://doi.org/10.1007/s11187-021-00531-3">https://doi.org/10.1007/s11187-021-00531-3</a>.'
  ieee: 'S. Hubner-Benz, F. Most, J. Wirtz, and C. Auer, “Narratives in entrepreneurial
    ecosystems: drivers of effectuation versus causation,” <i>Small Business Economics</i>,
    vol. 59, no. 1, pp. 211–242, 2021, doi: <a href="https://doi.org/10.1007/s11187-021-00531-3">10.1007/s11187-021-00531-3</a>.'
  mla: 'Hubner-Benz, Sylvia, et al. “Narratives in Entrepreneurial Ecosystems: Drivers
    of Effectuation versus Causation.” <i>Small Business Economics</i>, vol. 59, no.
    1, Springer Science and Business Media LLC, 2021, pp. 211–42, doi:<a href="https://doi.org/10.1007/s11187-021-00531-3">10.1007/s11187-021-00531-3</a>.'
  short: S. Hubner-Benz, F. Most, J. Wirtz, C. Auer, Small Business Economics 59 (2021)
    211–242.
date_created: 2023-10-27T12:35:34Z
date_updated: 2023-10-27T12:43:57Z
doi: 10.1007/s11187-021-00531-3
intvolume: '        59'
issue: '1'
keyword:
- Economics and Econometrics
- General Business
- Management and Accounting
language:
- iso: eng
page: 211-242
publication: Small Business Economics
publication_identifier:
  issn:
  - 0921-898X
  - 1573-0913
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: 'Narratives in entrepreneurial ecosystems: drivers of effectuation versus causation'
type: journal_article
user_id: '100407'
volume: 59
year: '2021'
...
---
_id: '52705'
author:
- first_name: Christoph
  full_name: Winkler, Christoph
  last_name: Winkler
- first_name: Alexander
  full_name: Fust, Alexander
  last_name: Fust
- first_name: Tobias
  full_name: Jenert, Tobias
  last_name: Jenert
citation:
  ama: 'Winkler C, Fust A, Jenert T. From entrepreneurial experience to expertise:
    A self-regulated learning perspective. <i>Journal of Small Business Management</i>.
    2021;61(4):2071-2096. doi:<a href="https://doi.org/10.1080/00472778.2021.1883041">10.1080/00472778.2021.1883041</a>'
  apa: 'Winkler, C., Fust, A., &#38; Jenert, T. (2021). From entrepreneurial experience
    to expertise: A self-regulated learning perspective. <i>Journal of Small Business
    Management</i>, <i>61</i>(4), 2071–2096. <a href="https://doi.org/10.1080/00472778.2021.1883041">https://doi.org/10.1080/00472778.2021.1883041</a>'
  bibtex: '@article{Winkler_Fust_Jenert_2021, title={From entrepreneurial experience
    to expertise: A self-regulated learning perspective}, volume={61}, DOI={<a href="https://doi.org/10.1080/00472778.2021.1883041">10.1080/00472778.2021.1883041</a>},
    number={4}, journal={Journal of Small Business Management}, publisher={Informa
    UK Limited}, author={Winkler, Christoph and Fust, Alexander and Jenert, Tobias},
    year={2021}, pages={2071–2096} }'
  chicago: 'Winkler, Christoph, Alexander Fust, and Tobias Jenert. “From Entrepreneurial
    Experience to Expertise: A Self-Regulated Learning Perspective.” <i>Journal of
    Small Business Management</i> 61, no. 4 (2021): 2071–96. <a href="https://doi.org/10.1080/00472778.2021.1883041">https://doi.org/10.1080/00472778.2021.1883041</a>.'
  ieee: 'C. Winkler, A. Fust, and T. Jenert, “From entrepreneurial experience to expertise:
    A self-regulated learning perspective,” <i>Journal of Small Business Management</i>,
    vol. 61, no. 4, pp. 2071–2096, 2021, doi: <a href="https://doi.org/10.1080/00472778.2021.1883041">10.1080/00472778.2021.1883041</a>.'
  mla: 'Winkler, Christoph, et al. “From Entrepreneurial Experience to Expertise:
    A Self-Regulated Learning Perspective.” <i>Journal of Small Business Management</i>,
    vol. 61, no. 4, Informa UK Limited, 2021, pp. 2071–96, doi:<a href="https://doi.org/10.1080/00472778.2021.1883041">10.1080/00472778.2021.1883041</a>.'
  short: C. Winkler, A. Fust, T. Jenert, Journal of Small Business Management 61 (2021)
    2071–2096.
date_created: 2024-03-21T13:29:23Z
date_updated: 2024-03-21T16:18:19Z
department:
- _id: '208'
doi: 10.1080/00472778.2021.1883041
intvolume: '        61'
issue: '4'
keyword:
- Management of Technology and Innovation
- Strategy and Management
- General Business
- Management and Accounting
language:
- iso: eng
page: 2071-2096
publication: Journal of Small Business Management
publication_identifier:
  issn:
  - 0047-2778
  - 1540-627X
publication_status: published
publisher: Informa UK Limited
quality_controlled: '1'
status: public
title: 'From entrepreneurial experience to expertise: A self-regulated learning perspective'
type: journal_article
user_id: '71994'
volume: 61
year: '2021'
...
---
_id: '44899'
abstract:
- lang: eng
  text: '<jats:title>Abstract</jats:title><jats:p>Changes in winery ratings in leading
    wine guides, that is, improvements as well as deteriorations, are typically attributed
    to corresponding changes in the quality of the wines produced by the respective
    winery. What remains unexplored in this context is changes in editorship and/or
    changes in the composition of the wine tasting teams working for the respective
    guide. Using data from two particularly prestigious German wine guides (Gault
    Millau and Vinum), this paper shows that these latter changes have a rather small,
    yet statistically significant impact on changes in winery ratings. Thus, consumers
    are well-advised to consider these changes before making their purchasing decision.
    (JEL Classifications: L21, M30, Q13)</jats:p>'
author:
- first_name: Bernd
  full_name: Frick, Bernd
  id: '16019'
  last_name: Frick
citation:
  ama: 'Frick B. The Legacy of Gurus: The Impact of Armin Diel and Joel Payne on Winery
    Ratings in Germany. <i>Journal of Wine Economics</i>. 2021;15(4):370-377. doi:<a
    href="https://doi.org/10.1017/jwe.2020.36">10.1017/jwe.2020.36</a>'
  apa: 'Frick, B. (2021). The Legacy of Gurus: The Impact of Armin Diel and Joel Payne
    on Winery Ratings in Germany. <i>Journal of Wine Economics</i>, <i>15</i>(4),
    370–377. <a href="https://doi.org/10.1017/jwe.2020.36">https://doi.org/10.1017/jwe.2020.36</a>'
  bibtex: '@article{Frick_2021, title={The Legacy of Gurus: The Impact of Armin Diel
    and Joel Payne on Winery Ratings in Germany}, volume={15}, DOI={<a href="https://doi.org/10.1017/jwe.2020.36">10.1017/jwe.2020.36</a>},
    number={4}, journal={Journal of Wine Economics}, publisher={Cambridge University
    Press (CUP)}, author={Frick, Bernd}, year={2021}, pages={370–377} }'
  chicago: 'Frick, Bernd. “The Legacy of Gurus: The Impact of Armin Diel and Joel
    Payne on Winery Ratings in Germany.” <i>Journal of Wine Economics</i> 15, no.
    4 (2021): 370–77. <a href="https://doi.org/10.1017/jwe.2020.36">https://doi.org/10.1017/jwe.2020.36</a>.'
  ieee: 'B. Frick, “The Legacy of Gurus: The Impact of Armin Diel and Joel Payne on
    Winery Ratings in Germany,” <i>Journal of Wine Economics</i>, vol. 15, no. 4,
    pp. 370–377, 2021, doi: <a href="https://doi.org/10.1017/jwe.2020.36">10.1017/jwe.2020.36</a>.'
  mla: 'Frick, Bernd. “The Legacy of Gurus: The Impact of Armin Diel and Joel Payne
    on Winery Ratings in Germany.” <i>Journal of Wine Economics</i>, vol. 15, no.
    4, Cambridge University Press (CUP), 2021, pp. 370–77, doi:<a href="https://doi.org/10.1017/jwe.2020.36">10.1017/jwe.2020.36</a>.'
  short: B. Frick, Journal of Wine Economics 15 (2021) 370–377.
date_created: 2023-05-16T16:00:09Z
date_updated: 2023-05-16T16:02:24Z
doi: 10.1017/jwe.2020.36
intvolume: '        15'
issue: '4'
keyword:
- Horticulture
- General Business
- Management and Accounting
- Food Science
language:
- iso: eng
page: 370-377
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '2'
  name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '8'
  name: 'SFB 901 - A4: SFB 901 - Subproject A4'
publication: Journal of Wine Economics
publication_identifier:
  issn:
  - 1931-4361
  - 1931-437X
publication_status: published
publisher: Cambridge University Press (CUP)
status: public
title: 'The Legacy of Gurus: The Impact of Armin Diel and Joel Payne on Winery Ratings
  in Germany'
type: journal_article
user_id: '18949'
volume: 15
year: '2021'
...
---
_id: '31807'
abstract:
- lang: eng
  text: Drawing upon recent advances in machine learning and natural language processing,
    we introduce new tools that automatically ingest, parse, disambiguate, and build
    an updated database using U.S. patent data. The tools identify unique inventor,
    assignee, and location entities mentioned on each granted U.S. patent from 1976
    to 2016. We describe data flow, algorithms, user interfaces, descriptive statistics,
    and a novelty measure based on the first appearance of a word in the patent corpus.
    We illustrate an automated coinventor network mapping tool and visualize trends
    in patenting over the last 40 years.
author:
- first_name: Benjamin
  full_name: Balsmeier, Benjamin
  last_name: Balsmeier
- first_name: Mohamad
  full_name: Assaf, Mohamad
  last_name: Assaf
- first_name: Tyler
  full_name: Chesebro, Tyler
  last_name: Chesebro
- first_name: Gabe
  full_name: Fierro, Gabe
  last_name: Fierro
- first_name: Kevin
  full_name: Johnson, Kevin
  last_name: Johnson
- first_name: Scott
  full_name: Johnson, Scott
  last_name: Johnson
- first_name: Guan‐Cheng
  full_name: Li, Guan‐Cheng
  last_name: Li
- first_name: Sonja
  full_name: Lück, Sonja
  id: '950'
  last_name: Lück
  orcid: 0000-0003-0380-1965
- first_name: Doug
  full_name: O'Reagan, Doug
  last_name: O'Reagan
- first_name: Bill
  full_name: Yeh, Bill
  last_name: Yeh
- first_name: Guangzheng
  full_name: Zang, Guangzheng
  last_name: Zang
- first_name: Lee
  full_name: Fleming, Lee
  last_name: Fleming
citation:
  ama: 'Balsmeier B, Assaf M, Chesebro T, et al. Machine learning and natural language
    processing on the patent corpus: Data, tools, and new measures. <i>Journal of
    Economics &#38; Management Strategy</i>. 2018;27(3):535-553. doi:<a href="https://doi.org/10.1111/jems.12259">10.1111/jems.12259</a>'
  apa: 'Balsmeier, B., Assaf, M., Chesebro, T., Fierro, G., Johnson, K., Johnson,
    S., Li, G., Lück, S., O’Reagan, D., Yeh, B., Zang, G., &#38; Fleming, L. (2018).
    Machine learning and natural language processing on the patent corpus: Data, tools,
    and new measures. <i>Journal of Economics &#38; Management Strategy</i>, <i>27</i>(3),
    535–553. <a href="https://doi.org/10.1111/jems.12259">https://doi.org/10.1111/jems.12259</a>'
  bibtex: '@article{Balsmeier_Assaf_Chesebro_Fierro_Johnson_Johnson_Li_Lück_O’Reagan_Yeh_et
    al._2018, title={Machine learning and natural language processing on the patent
    corpus: Data, tools, and new measures}, volume={27}, DOI={<a href="https://doi.org/10.1111/jems.12259">10.1111/jems.12259</a>},
    number={3}, journal={Journal of Economics &#38; Management Strategy}, publisher={Wiley},
    author={Balsmeier, Benjamin and Assaf, Mohamad and Chesebro, Tyler and Fierro,
    Gabe and Johnson, Kevin and Johnson, Scott and Li, Guan‐Cheng and Lück, Sonja
    and O’Reagan, Doug and Yeh, Bill and et al.}, year={2018}, pages={535–553} }'
  chicago: 'Balsmeier, Benjamin, Mohamad Assaf, Tyler Chesebro, Gabe Fierro, Kevin
    Johnson, Scott Johnson, Guan‐Cheng Li, et al. “Machine Learning and Natural Language
    Processing on the Patent Corpus: Data, Tools, and New Measures.” <i>Journal of
    Economics &#38; Management Strategy</i> 27, no. 3 (2018): 535–53. <a href="https://doi.org/10.1111/jems.12259">https://doi.org/10.1111/jems.12259</a>.'
  ieee: 'B. Balsmeier <i>et al.</i>, “Machine learning and natural language processing
    on the patent corpus: Data, tools, and new measures,” <i>Journal of Economics
    &#38; Management Strategy</i>, vol. 27, no. 3, pp. 535–553, 2018, doi: <a href="https://doi.org/10.1111/jems.12259">10.1111/jems.12259</a>.'
  mla: 'Balsmeier, Benjamin, et al. “Machine Learning and Natural Language Processing
    on the Patent Corpus: Data, Tools, and New Measures.” <i>Journal of Economics
    &#38; Management Strategy</i>, vol. 27, no. 3, Wiley, 2018, pp. 535–53, doi:<a
    href="https://doi.org/10.1111/jems.12259">10.1111/jems.12259</a>.'
  short: B. Balsmeier, M. Assaf, T. Chesebro, G. Fierro, K. Johnson, S. Johnson, G.
    Li, S. Lück, D. O’Reagan, B. Yeh, G. Zang, L. Fleming, Journal of Economics &#38;
    Management Strategy 27 (2018) 535–553.
date_created: 2022-06-08T08:49:54Z
date_updated: 2023-08-16T13:25:22Z
department:
- _id: '200'
- _id: '281'
- _id: '475'
doi: 10.1111/jems.12259
intvolume: '        27'
issue: '3'
keyword:
- Management of Technology and Innovation
- Strategy and Management
- Economics and Econometrics
- General Business
- Management and Accounting
- General Medicine
language:
- iso: eng
page: 535-553
publication: Journal of Economics & Management Strategy
publication_identifier:
  issn:
  - 1058-6407
  - 1530-9134
publication_status: published
publisher: Wiley
status: public
title: 'Machine learning and natural language processing on the patent corpus: Data,
  tools, and new measures'
type: journal_article
user_id: '53779'
volume: 27
year: '2018'
...
