Artificial intelligence and the changing sources of competitive advantage
Research Summary We apply a resource‐based view to investigate how the adoption of Artificial Intelligence (AI) affects competitive capabilities and performance. Following prior work on using chess as a controlled setting for studying competitive interactions, we compare the same players’ capabiliti...
Gespeichert in:
Veröffentlicht in: | Strategic management journal 2023-06, Vol.44 (6), p.1425-1452 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 1452 |
---|---|
container_issue | 6 |
container_start_page | 1425 |
container_title | Strategic management journal |
container_volume | 44 |
creator | Krakowski, Sebastian Luger, Johannes Raisch, Sebastian |
description | Research Summary
We apply a resource‐based view to investigate how the adoption of Artificial Intelligence (AI) affects competitive capabilities and performance. Following prior work on using chess as a controlled setting for studying competitive interactions, we compare the same players’ capabilities and performance across conventional, centaur, and engine chess tournaments. Our analysis shows that AI adoption triggers interrelated substitution and complementation dynamics, which make humans’ traditional competitive capabilities obsolete, while creating new sources of persistent heterogeneity when humans interact with chess engines. These novel human‐machine capabilities are unrelated, or even negatively related, to traditional capabilities. We contribute an integrated view of substitution and complementation, which identifies AI as the driver of these dynamics and explains how they jointly shift the sources of competitive advantage.
Managerial Summary
AI‐based technologies increasingly substitute and complement humans in managerial tasks such as decision making. We investigate how such change affects the sources of competitive advantage. AI‐based engines’ adoption in chess allows us to investigate competitive capabilities and performance in human, AI, and hybrid settings. We find that neither humans nor AI in isolation explain performance differences in the AI and hybrid settings. Instead, a new decision‐making resource emerges at the human‐AI intersection, which drives performance but is unrelated or even negatively related to humans’ original capability. Our results document how AI adoption changes the sources of competitive advantage and, in turn, requires managers to develop new capabilities to stay relevant in an AI‐based competitive landscape. |
doi_str_mv | 10.1002/smj.3387 |
format | Article |
fullrecord | <record><control><sourceid>proquest_swepu</sourceid><recordid>TN_cdi_swepub_primary_oai_hhs_se_1154992870006056</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2813444663</sourcerecordid><originalsourceid>FETCH-LOGICAL-c3927-81ead44a4ec111d427f798366ff30e84fbbc068e6bda8e19fc799d85630ecd983</originalsourceid><addsrcrecordid>eNp10E1LwzAYB_AgCs4p-BEKXrx0Jm2al-MYvkwmHtRzSNMnbUbX1qbb2Lc3s6InTwnk9_zJ80fomuAZwTi585v1LE0FP0ETgiWPccLYKZpgQtM4wTI7RxferzEOVyknaDnvB2edcbqOXDNAXbsSGgORbopoqCAylW5K15SRb7e9AR-1NjLtpoPBDW4XXLHTzaBLuERnVtcern7OKfp4uH9fPMWr18flYr6KTSoTHgsCuqBUUzCEkIIm3HIpUsasTTEIavPcYCaA5YUWQKQ1XMpCZCy8miLIKSJjrt9Dt81V17uN7g-q1U5VlVceFCEZlTIRPKzJcBidoptxpuvbzy34Qa3DNk34pkoESSmljKVB3Y7K9K33PdjfbILVsVwVylXHcgONRgqmbZz_gyIjmPEMH0k8kr2r4fBvlHp7ef6O_ALMc4Rd</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2813444663</pqid></control><display><type>article</type><title>Artificial intelligence and the changing sources of competitive advantage</title><source>Wiley Journals</source><creator>Krakowski, Sebastian ; Luger, Johannes ; Raisch, Sebastian</creator><creatorcontrib>Krakowski, Sebastian ; Luger, Johannes ; Raisch, Sebastian</creatorcontrib><description>Research Summary
We apply a resource‐based view to investigate how the adoption of Artificial Intelligence (AI) affects competitive capabilities and performance. Following prior work on using chess as a controlled setting for studying competitive interactions, we compare the same players’ capabilities and performance across conventional, centaur, and engine chess tournaments. Our analysis shows that AI adoption triggers interrelated substitution and complementation dynamics, which make humans’ traditional competitive capabilities obsolete, while creating new sources of persistent heterogeneity when humans interact with chess engines. These novel human‐machine capabilities are unrelated, or even negatively related, to traditional capabilities. We contribute an integrated view of substitution and complementation, which identifies AI as the driver of these dynamics and explains how they jointly shift the sources of competitive advantage.
Managerial Summary
AI‐based technologies increasingly substitute and complement humans in managerial tasks such as decision making. We investigate how such change affects the sources of competitive advantage. AI‐based engines’ adoption in chess allows us to investigate competitive capabilities and performance in human, AI, and hybrid settings. We find that neither humans nor AI in isolation explain performance differences in the AI and hybrid settings. Instead, a new decision‐making resource emerges at the human‐AI intersection, which drives performance but is unrelated or even negatively related to humans’ original capability. Our results document how AI adoption changes the sources of competitive advantage and, in turn, requires managers to develop new capabilities to stay relevant in an AI‐based competitive landscape.</description><identifier>ISSN: 0143-2095</identifier><identifier>ISSN: 1097-0266</identifier><identifier>EISSN: 1097-0266</identifier><identifier>DOI: 10.1002/smj.3387</identifier><language>eng</language><publisher>Chichester, UK: John Wiley & Sons, Ltd</publisher><subject>Advantages ; Artificial intelligence ; Chess ; Competition ; Competitive advantage ; competitive behavior ; Decision making ; firm capabilities ; Humans ; resource‐based view ; Technology adoption ; Tournaments</subject><ispartof>Strategic management journal, 2023-06, Vol.44 (6), p.1425-1452</ispartof><rights>2022 The Authors. published by John Wiley & Sons Ltd.</rights><rights>2022. This article is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3927-81ead44a4ec111d427f798366ff30e84fbbc068e6bda8e19fc799d85630ecd983</citedby><cites>FETCH-LOGICAL-c3927-81ead44a4ec111d427f798366ff30e84fbbc068e6bda8e19fc799d85630ecd983</cites><orcidid>0000-0001-5441-2463 ; 0000-0001-5877-5448 ; 0000-0001-9980-214X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1002%2Fsmj.3387$$EPDF$$P50$$Gwiley$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1002%2Fsmj.3387$$EHTML$$P50$$Gwiley$$Hfree_for_read</linktohtml><link.rule.ids>230,314,780,784,885,1417,27924,27925,45574,45575</link.rule.ids><backlink>$$Uhttps://research.hhs.se/esploro/outputs/journalArticle/Artificial-intelligence-and-the-changing-sources/991001480498506056$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Krakowski, Sebastian</creatorcontrib><creatorcontrib>Luger, Johannes</creatorcontrib><creatorcontrib>Raisch, Sebastian</creatorcontrib><title>Artificial intelligence and the changing sources of competitive advantage</title><title>Strategic management journal</title><description>Research Summary
We apply a resource‐based view to investigate how the adoption of Artificial Intelligence (AI) affects competitive capabilities and performance. Following prior work on using chess as a controlled setting for studying competitive interactions, we compare the same players’ capabilities and performance across conventional, centaur, and engine chess tournaments. Our analysis shows that AI adoption triggers interrelated substitution and complementation dynamics, which make humans’ traditional competitive capabilities obsolete, while creating new sources of persistent heterogeneity when humans interact with chess engines. These novel human‐machine capabilities are unrelated, or even negatively related, to traditional capabilities. We contribute an integrated view of substitution and complementation, which identifies AI as the driver of these dynamics and explains how they jointly shift the sources of competitive advantage.
Managerial Summary
AI‐based technologies increasingly substitute and complement humans in managerial tasks such as decision making. We investigate how such change affects the sources of competitive advantage. AI‐based engines’ adoption in chess allows us to investigate competitive capabilities and performance in human, AI, and hybrid settings. We find that neither humans nor AI in isolation explain performance differences in the AI and hybrid settings. Instead, a new decision‐making resource emerges at the human‐AI intersection, which drives performance but is unrelated or even negatively related to humans’ original capability. Our results document how AI adoption changes the sources of competitive advantage and, in turn, requires managers to develop new capabilities to stay relevant in an AI‐based competitive landscape.</description><subject>Advantages</subject><subject>Artificial intelligence</subject><subject>Chess</subject><subject>Competition</subject><subject>Competitive advantage</subject><subject>competitive behavior</subject><subject>Decision making</subject><subject>firm capabilities</subject><subject>Humans</subject><subject>resource‐based view</subject><subject>Technology adoption</subject><subject>Tournaments</subject><issn>0143-2095</issn><issn>1097-0266</issn><issn>1097-0266</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>WIN</sourceid><recordid>eNp10E1LwzAYB_AgCs4p-BEKXrx0Jm2al-MYvkwmHtRzSNMnbUbX1qbb2Lc3s6InTwnk9_zJ80fomuAZwTi585v1LE0FP0ETgiWPccLYKZpgQtM4wTI7RxferzEOVyknaDnvB2edcbqOXDNAXbsSGgORbopoqCAylW5K15SRb7e9AR-1NjLtpoPBDW4XXLHTzaBLuERnVtcern7OKfp4uH9fPMWr18flYr6KTSoTHgsCuqBUUzCEkIIm3HIpUsasTTEIavPcYCaA5YUWQKQ1XMpCZCy8miLIKSJjrt9Dt81V17uN7g-q1U5VlVceFCEZlTIRPKzJcBidoptxpuvbzy34Qa3DNk34pkoESSmljKVB3Y7K9K33PdjfbILVsVwVylXHcgONRgqmbZz_gyIjmPEMH0k8kr2r4fBvlHp7ef6O_ALMc4Rd</recordid><startdate>202306</startdate><enddate>202306</enddate><creator>Krakowski, Sebastian</creator><creator>Luger, Johannes</creator><creator>Raisch, Sebastian</creator><general>John Wiley & Sons, Ltd</general><general>Wiley Periodicals Inc</general><scope>24P</scope><scope>WIN</scope><scope>OQ6</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>8BJ</scope><scope>FQK</scope><scope>JBE</scope><scope>ADTPV</scope><scope>AOWAS</scope><orcidid>https://orcid.org/0000-0001-5441-2463</orcidid><orcidid>https://orcid.org/0000-0001-5877-5448</orcidid><orcidid>https://orcid.org/0000-0001-9980-214X</orcidid></search><sort><creationdate>202306</creationdate><title>Artificial intelligence and the changing sources of competitive advantage</title><author>Krakowski, Sebastian ; Luger, Johannes ; Raisch, Sebastian</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3927-81ead44a4ec111d427f798366ff30e84fbbc068e6bda8e19fc799d85630ecd983</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Advantages</topic><topic>Artificial intelligence</topic><topic>Chess</topic><topic>Competition</topic><topic>Competitive advantage</topic><topic>competitive behavior</topic><topic>Decision making</topic><topic>firm capabilities</topic><topic>Humans</topic><topic>resource‐based view</topic><topic>Technology adoption</topic><topic>Tournaments</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Krakowski, Sebastian</creatorcontrib><creatorcontrib>Luger, Johannes</creatorcontrib><creatorcontrib>Raisch, Sebastian</creatorcontrib><collection>Wiley Online Library (Open Access Collection)</collection><collection>Wiley Online Library (Open Access Collection)</collection><collection>ECONIS</collection><collection>CrossRef</collection><collection>International Bibliography of the Social Sciences (IBSS)</collection><collection>International Bibliography of the Social Sciences</collection><collection>International Bibliography of the Social Sciences</collection><collection>SwePub</collection><collection>SwePub Articles</collection><jtitle>Strategic management journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Krakowski, Sebastian</au><au>Luger, Johannes</au><au>Raisch, Sebastian</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Artificial intelligence and the changing sources of competitive advantage</atitle><jtitle>Strategic management journal</jtitle><date>2023-06</date><risdate>2023</risdate><volume>44</volume><issue>6</issue><spage>1425</spage><epage>1452</epage><pages>1425-1452</pages><issn>0143-2095</issn><issn>1097-0266</issn><eissn>1097-0266</eissn><abstract>Research Summary
We apply a resource‐based view to investigate how the adoption of Artificial Intelligence (AI) affects competitive capabilities and performance. Following prior work on using chess as a controlled setting for studying competitive interactions, we compare the same players’ capabilities and performance across conventional, centaur, and engine chess tournaments. Our analysis shows that AI adoption triggers interrelated substitution and complementation dynamics, which make humans’ traditional competitive capabilities obsolete, while creating new sources of persistent heterogeneity when humans interact with chess engines. These novel human‐machine capabilities are unrelated, or even negatively related, to traditional capabilities. We contribute an integrated view of substitution and complementation, which identifies AI as the driver of these dynamics and explains how they jointly shift the sources of competitive advantage.
Managerial Summary
AI‐based technologies increasingly substitute and complement humans in managerial tasks such as decision making. We investigate how such change affects the sources of competitive advantage. AI‐based engines’ adoption in chess allows us to investigate competitive capabilities and performance in human, AI, and hybrid settings. We find that neither humans nor AI in isolation explain performance differences in the AI and hybrid settings. Instead, a new decision‐making resource emerges at the human‐AI intersection, which drives performance but is unrelated or even negatively related to humans’ original capability. Our results document how AI adoption changes the sources of competitive advantage and, in turn, requires managers to develop new capabilities to stay relevant in an AI‐based competitive landscape.</abstract><cop>Chichester, UK</cop><pub>John Wiley & Sons, Ltd</pub><doi>10.1002/smj.3387</doi><tpages>28</tpages><orcidid>https://orcid.org/0000-0001-5441-2463</orcidid><orcidid>https://orcid.org/0000-0001-5877-5448</orcidid><orcidid>https://orcid.org/0000-0001-9980-214X</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0143-2095 |
ispartof | Strategic management journal, 2023-06, Vol.44 (6), p.1425-1452 |
issn | 0143-2095 1097-0266 1097-0266 |
language | eng |
recordid | cdi_swepub_primary_oai_hhs_se_1154992870006056 |
source | Wiley Journals |
subjects | Advantages Artificial intelligence Chess Competition Competitive advantage competitive behavior Decision making firm capabilities Humans resource‐based view Technology adoption Tournaments |
title | Artificial intelligence and the changing sources of competitive advantage |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-04T05%3A14%3A36IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_swepu&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Artificial%20intelligence%20and%20the%20changing%20sources%20of%20competitive%20advantage&rft.jtitle=Strategic%20management%20journal&rft.au=Krakowski,%20Sebastian&rft.date=2023-06&rft.volume=44&rft.issue=6&rft.spage=1425&rft.epage=1452&rft.pages=1425-1452&rft.issn=0143-2095&rft.eissn=1097-0266&rft_id=info:doi/10.1002/smj.3387&rft_dat=%3Cproquest_swepu%3E2813444663%3C/proquest_swepu%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2813444663&rft_id=info:pmid/&rfr_iscdi=true |