{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T16:58:57Z","timestamp":1774285137898,"version":"3.50.1"},"reference-count":41,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T00:00:00Z","timestamp":1774224000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012456","name":"National Social Science Fund of China","doi-asserted-by":"publisher","award":["24AGL034"],"award-info":[{"award-number":["24AGL034"]}],"id":[{"id":"10.13039\/501100012456","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>With the proliferation of artificial intelligence (AI) products, Algorithmic Management (AM) is becoming an increasingly prevalent option for corporate governance. Meanwhile, the traditional boundaries between human\u2013machine and interpersonal relationships are blurring. While some current studies suggest that AM is alienating interpersonal relationships within organizations, our research proposes and tests an alternative theoretical perspective, arriving at a contrasting conclusion: interpersonal relationship under AM can be closer. Focusing on employees in organizations utilizing AM, this study investigates how and why AM influences interpersonal relationship closeness (IRC). Grounded in Uncertainty Management Theory, we propose that by fostering a fairer working experience, AM enhances IRC at work by reducing employees\u2019 uncertainty perception. The present research, comprising four studies, empirically establishes that the positive effect of AM on interpersonal closeness is transmitted via fairness perceptions and sequentially mediated by uncertainty reduction. Collectively, these findings challenge the prevailing negative narrative, extend Uncertainty Management Theory to the human\u2013AI interaction context, and offer practical insights for organizations adopting AM.<\/jats:p>","DOI":"10.3390\/systems14030333","type":"journal-article","created":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T15:54:53Z","timestamp":1774281293000},"page":"333","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Algorithm Brings People Closer: Fairness and Uncertainty in Interpersonal Relationship Closeness Under Algorithmic Management"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-6670-2633","authenticated-orcid":false,"given":"Chunyang","family":"Huo","sequence":"first","affiliation":[{"name":"School of Management, Beijing Institute of Technology, Beijing 100081, China"}]},{"given":"Pingqing","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Management, Beijing Institute of Technology, Beijing 100081, China"}]}],"member":"1968","published-online":{"date-parts":[[2026,3,23]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1111\/j.1740-8784.2006.00050.x","article-title":"Organizational Culture in China: An Analysis of Culture Dimensions and Culture Types","volume":"2","author":"Tsui","year":"2006","journal-title":"Manag. Organ. Rev."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"24","DOI":"10.2307\/256727","article-title":"Affect- and Cognition-Based Trust as Foundations for Interpersonal Cooperation in Organizations","volume":"38","author":"McAllister","year":"1995","journal-title":"Acad. Manag. J."},{"key":"ref_3","unstructured":"Frager, R., Fadiman, J., McReynolds, C., and Cox, R. (1987). Motivation and Personality, Longman. [3rd ed.]."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1007\/s10551-019-04204-w","article-title":"The Challenges of Algorithm-Based HR Decision-Making for Personal Integrity","volume":"160","author":"Busch","year":"2019","journal-title":"J. Bus. Ethics"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1287\/orsc.1050.0133","article-title":"Organizing and the Process of Sensemaking","volume":"16","author":"Weick","year":"2005","journal-title":"Organ. Sci."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1023\/B:APJM.0000036465.19102.d5","article-title":"On the Intricacies of the Chinese Guanxi: A Process Model of Guanxi Development","volume":"21","author":"Chen","year":"2004","journal-title":"Asia Pac. J. Manag."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"943","DOI":"10.1177\/1368430219883350","article-title":"Intergroup Relational Identity: Development and Validation of a Scale and Construct","volume":"23","author":"Rast","year":"2020","journal-title":"Group Process. Intergroup Relat."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1037\/a0028586","article-title":"Assessing Social Support, Companionship, and Distress: National Institute of Health (NIH) Toolbox Adult Social Relationship Scales","volume":"32","author":"Cyranowski","year":"2013","journal-title":"Health Psychol."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"517","DOI":"10.1146\/annurev.psych.56.091103.070250","article-title":"Teams in Organizations: From Input-Process-Output Models to IMOI Models","volume":"56","author":"Ilgen","year":"2005","journal-title":"Annu. Rev. Psychol."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"2501","DOI":"10.1016\/j.socscimed.2005.04.046","article-title":"Combined Effects of Uncertainty and Organizational Justice on Employee Health: Testing the Uncertainty Management Model of Fairness Judgments among Finnish Public Sector Employees","volume":"61","author":"Elovainio","year":"1982","journal-title":"Soc. Sci. Med."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1016\/j.jom.2013.10.001","article-title":"Communication Intensity, Goal Congruence, and Uncertainty in Buyer\u2013Supplier New Product Development","volume":"31","author":"Yan","year":"2013","journal-title":"J. Oper. Manag."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"851","DOI":"10.1002\/hrm.22166","article-title":"Backlashes or Boosts? The Role of Warmth and Gender in Relational Uncertainty Reductions","volume":"62","author":"Mitchell","year":"2023","journal-title":"Hum. Resour. Manag."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"106134","DOI":"10.1016\/j.chb.2019.09.010","article-title":"Collaboration in the 21st Century: The Theory, Assessment, and Teaching of Collaborative Problem Solving","volume":"104","author":"Graesser","year":"2020","journal-title":"Comput. Hum. Behav."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1002\/job.2735","article-title":"A Multilevel Review of Artificial Intelligence in Organizations: Implications for Organizational Behavior Research and Practice","volume":"45","author":"Bankins","year":"2024","journal-title":"J. Organ. Behav."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"106997","DOI":"10.1016\/j.chb.2021.106997","article-title":"Employment Relationships in Algorithmic Management: A Psychological Contract Perspective","volume":"126","author":"Tomprou","year":"2022","journal-title":"Comput. Hum. Behav."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.obhdp.2020.03.008","article-title":"When Eliminating Bias Isn\u2019t Fair: Algorithmic Reductionism and Procedural Justice in Human Resource Decisions","volume":"160","author":"Newman","year":"2020","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"205395171667967","DOI":"10.1177\/2053951716679679","article-title":"The Ethics of Algorithms: Mapping the Debate","volume":"3","author":"Mittelstadt","year":"2016","journal-title":"Big Data Soc."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Porter, T.M. (1995). Trust in Numbers: The Pursuit of Objectivity in Science and Public Life, Princeton University Press.","DOI":"10.1515\/9780691210544"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"2053951716652159","DOI":"10.1177\/2053951716652159","article-title":"Search Algorithms, Hidden Labour and Information Control","volume":"3","year":"2016","journal-title":"Big Data Soc."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1177\/0162243915608948","article-title":"Governing Algorithms: Myth, Mess, and Methods","volume":"41","author":"Ziewitz","year":"2016","journal-title":"Sci. Technol. Hum. Values"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1111\/1748-8583.12258","article-title":"Algorithmic Management and App-work in the Gig Economy: A Research Agenda for Employment Relations and HRM","volume":"30","author":"Duggan","year":"2020","journal-title":"Hum. Resour. Manag. J."},{"key":"ref_22","first-page":"145","article-title":"The Platform as Factory: Crowdwork and the Hidden Labour behind Artificial Intelligence","volume":"44","author":"Altenried","year":"2020","journal-title":"Cap. Cl."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1177\/0143831X211068887","article-title":"Digital Taylorism in China\u2019s e-Commerce Industry: A Case Study of Internet Professionals","volume":"44","author":"Liu","year":"2023","journal-title":"Econ. Ind. Democr."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1108\/JKM-04-2024-0507","article-title":"The Dark Side of Algorithmic Management: Investigating How and When Algorithmic Management Relates to Employee Knowledge Hiding?","volume":"29","author":"Liu","year":"2024","journal-title":"J. Knowl. Manag."},{"key":"ref_25","first-page":"100876","article-title":"The Duality of Algorithmic Management: Toward a Research Agenda on HRM Algorithms, Autonomy and Value Creation","volume":"33","author":"Meijerink","year":"2023","journal-title":"Hum. Resour. Manag. Rev."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1108\/JMP-12-2023-0737","article-title":"Every Coin Has Two Sides: A Self-Determination Perspective on the Relationship between Algorithmic Management and Gig Workers\u2019 Job Burnout","volume":"40","author":"Peng","year":"2024","journal-title":"J. Manag. Psychol."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"104100","DOI":"10.1016\/j.im.2025.104100","article-title":"The Double-Edged Sword Effect of Algorithmic Transparency: An Empirical Study of Gig Workers\u2019 Work Disengagement under Algorithmic Management","volume":"62","author":"Li","year":"2025","journal-title":"Inf. Manag."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1054","DOI":"10.1007\/978-3-030-29516-5_79","article-title":"Artificial Swarm Intelligence","volume":"Volume 1037","author":"Bi","year":"2020","journal-title":"Intelligent Systems and Applications"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"2053951718756684","DOI":"10.1177\/2053951718756684","article-title":"Understanding Perception of Algorithmic Decisions: Fairness, Trust, and Emotion in Response to Algorithmic Management","volume":"5","author":"Lee","year":"2018","journal-title":"Big Data Soc."},{"key":"ref_30","first-page":"181","article-title":"When Fairness Works: Toward a General Theory of Uncertainty Management","volume":"24","author":"Lind","year":"2002","journal-title":"Res. Organ. Behav."},{"key":"ref_31","first-page":"25","article-title":"Creation of the Algorithmic Management Questionnaire: A Six-phase Scale Development Process","volume":"63","author":"Parker","year":"2023","journal-title":"Hum. Resour. Manag."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Ekman, P., Dahlin, P., and Keller, C. (2021). Hyper-Taylorism and Third-Order Technologies: Making Sense of the Transformation of Work and Management in a Post-Digital Era. Management and Information Technology after Digital Transformation, Routledge.","DOI":"10.4324\/9781003111245-1"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"100301","DOI":"10.1016\/j.infoandorg.2020.100301","article-title":"Breaking the Vicious Cycle of Algorithmic Management: A Virtue Ethics Approach to People Analytics","volume":"30","author":"Gal","year":"2020","journal-title":"Inf. Organ."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1111\/j.1740-8784.2007.00078.x","article-title":"Guanxi Dynamics: Shifts in the Closeness of Ties between Chinese Coworkers","volume":"4","author":"Chen","year":"2008","journal-title":"Manag. Organ. Rev."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1177\/135910457000100301","article-title":"Back-Translation for Cross-Cultural Research","volume":"1","author":"Brislin","year":"1970","journal-title":"J. Cross-Cult. Psychol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1037\/a0025208","article-title":"Explaining the Justice-Performance Relationship: Trust as Exchange Deepener or Trust as Uncertainty Reducer?","volume":"97","author":"Colquitt","year":"2012","journal-title":"J. Appl. Psychol."},{"key":"ref_37","first-page":"1","article-title":"Uncertainty Management by Means of Fairness Judgments","volume":"Volume 34","author":"Lind","year":"2002","journal-title":"Advances in Experimental Social Psychology"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"386","DOI":"10.1037\/0021-9010.86.3.386","article-title":"On the Dimensionality of Organizational Justice: A Construct Validation of a Measure","volume":"86","author":"Colquitt","year":"2001","journal-title":"J. Appl. Psychol."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"764","DOI":"10.1037\/0021-9010.88.4.764","article-title":"The Interactive Effect of Leader-Member Exchange and Communication Frequency on Performance Ratings","volume":"88","author":"Kacmar","year":"2003","journal-title":"J. Appl. Psychol."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1038\/s42256-019-0088-2","article-title":"The Global Landscape of AI Ethics Guidelines","volume":"1","author":"Jobin","year":"2019","journal-title":"Nat. Mach. Intell."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"266","DOI":"10.23919\/JSC.2021.0031","article-title":"From Ethics Washing to Ethics Bashing: A Moral Philosophy View on Tech Ethics","volume":"2","author":"Bietti","year":"2021","journal-title":"J. Soc. Comput."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/3\/333\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,23]],"date-time":"2026-03-23T16:05:28Z","timestamp":1774281928000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/14\/3\/333"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,23]]},"references-count":41,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2026,3]]}},"alternative-id":["systems14030333"],"URL":"https:\/\/doi.org\/10.3390\/systems14030333","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,23]]}}}