Academic career;
age bias;
age-gender bias;
association rule mining;
classification;
clustering;
ensemble learning;
extreme gradient boosting;
gender bias;
machine learning;
random forest;
WOMEN;
IMPACT;
D O I:
10.1109/TBDATA.2024.3423726
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
This study was undertaken to examine the impact of age and gender on faculty career progression in academia and to identify key performance indicators leading to attaining promotion. To explore any evidence of age-gender effect on faculty career progression, gender compositions, promotion rates, and appointment lengths at the assistant and associate professor levels are investigated. Furthermore, the underlying factors influencing faculty performance evaluation decisions are analyzed using the commercial data provided by Academic Analytics, LLC, which comprises the scholarly records of 336 793 faculty members from 472 Ph.D.-granting universities in the United States during 2011-2020. Various machine learning techniques, including ensemble learning and association rule mining, are performed to determine the important features that provide the most significant insights into academic career growth. Our results indicate strong evidence of age-gender effect on faculty career advancement and underscore the significance of journal article and citation counts for career progression in higher education.
机构:
Univ Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, SerbiaUniv Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, Serbia
Kovacevic, Tamara
Zivkovic, Milka Bubalo
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h-index: 0
机构:
Univ Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, SerbiaUniv Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, Serbia
Zivkovic, Milka Bubalo
Ivkov, Andelija
论文数: 0引用数: 0
h-index: 0
机构:
Univ Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, SerbiaUniv Novi Sad, Fac Sci & Math, Dept Geog Tourism & Hotel Management, Trg Dositeja Obradovica 3, Novi Sad, Serbia
机构:
Korea Univ, Dept Control & Instrumentat Engn, Chungnam, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Hong, Junghwa
Kim, Ji-Won
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Kim, Ji-Won
Chung, Hong-Young
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Chung, Hong-Young
Kim, Hyo-Hee
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Kim, Hyo-Hee
Kwon, Yuri
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Kwon, Yuri
Kim, Chul-Seung
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Kim, Chul-Seung
Ho, Ye-Ji
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Ho, Ye-Ji
Eom, Gwang-Moon
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South Korea
Konkuk Univ, Res Inst Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Eom, Gwang-Moon
Jun, Jae-Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Konkuk Univ, Sch Biomed Engn, Choonju 380701, Choonbuk, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
Jun, Jae-Hoon
Park, Byung Kyu
论文数: 0引用数: 0
h-index: 0
机构:
Korea Univ, Coll Med, Dept Phys Med & Rehabil, Seoul 136705, South KoreaKorea Univ, Dept Control & Instrumentat Engn, Chungnam, South Korea
机构:
Duke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Ferreira, Renata G.
Nicoara, Alina
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Nicoara, Alina
Phillips-Bute, Barbara G.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Phillips-Bute, Barbara G.
Daneshmand, Mani
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Surg, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Daneshmand, Mani
Muehlschlegel, Jochen D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Anesthesiol Perioperat & Pain Med, Boston, MA USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Muehlschlegel, Jochen D.
Swaminathan, Madhav
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA
Duke Univ, Med Ctr, Dept Surg, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Anesthesiol, Durham, NC 27710 USA