Research Integrity Risk Index
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Research Integrity Risk Index (RI²) is a bibliometric-based risk indicator developed by Lokman Meho, an information scientist at the American University of Beirut to assess research integrity vulnerabilities in global academic institutions.[1] It evaluates universities based on the rate of retracted articles and the proportion of publications in delisted journals, offering an alternative to conventional research rankings.[2][3]
Background
[edit]Traditional global university rankings tend to prioritize output and citation metrics.[4][5][6] The RI² index offers a complementary lens focused on research reliability and ethical publishing practices. It was created to highlight patterns of publication misconduct or structural weaknesses in institutional oversight.[7][8][9]
Methodology
[edit]The RI² score is computed using two indicators:
- Retraction Risk: Number of retracted articles per 1,000 publications over the latest two calendar years.
- Delisted Journal Risk: Percentage of articles published in journals removed from Scopus or Web of Science in the same period.
Universities are independently ranked on each dimension, and ranks are summed to compute the RI² score:
RI² = Rankretraction + Rankdelisted
Risk tiers
[edit]Institutions are assigned to tiers based on their RI² percentiles:
- Red flag (RI² ≥ 0.2513) – Extreme anomalies across indicators; signals systemic integrity risk
- High risk (RI² ≥ 0.1757 and < 0.2513) – Significant deviation from global norms
- Watch list (RI² ≥ 0.0989 and < 0.1757) – Moderately elevated risk; emerging concerns
- Normal variation (RI² ≥ 0.0491 and < 0.0989) – Within expected global variance
- Low risk (RI² < 0.0491) – Strong adherence to publishing integrity norms
Red-flagged universities by Research Integrity Risk Index (RI²)
[edit]This table lists the universities flagged as highest-risk (Red Tier) in the Research Integrity Risk Index (RI²).[10][11]
RI2 Rank | Institution Name (per SciVal/Scopus) | Country | Articles 23-24 | D 23-24 | % D 23-24 | R 22-23 | R rate 22-23 | Norm D Rank | Norm R Rank | RI2 Score |
---|---|---|---|---|---|---|---|---|---|---|
1 | Graphic Era University | India | 2525 | 171 | 6.77 | 59 | 37.29 | 55 | 1 | 0.916 |
2 | Vel Tech University | India | 1927 | 226 | 11.73 | 38 | 26.08 | 7 | 3 | 0.868 |
3 | Koneru Lakshmaiah Education Foundation | India | 3827 | 575 | 15.02 | 50 | 18.50 | 3 | 9 | 0.834 |
4 | Jawaharlal Nehru Technological University, Hyderabad | India | 8071 | 959 | 11.88 | 159 | 23.05 | 6 | 5 | 0.817 |
5 | Jawaharlal Nehru Technological University, Anantapur | India | 1905 | 219 | 11.50 | 37 | 22.32 | 9 | 6 | 0.791 |
6 | Saveetha Institute of Medical And Technical Sciences | India | 10429 | 872 | 8.36 | 170 | 26.82 | 34 | 2 | 0.772 |
7 | Anna University | India | 16871 | 1712 | 10.15 | 374 | 23.54 | 21 | 4 | 0.770 |
8 | Dr. A.P.J. Abdul Kalam Technical University | India | 2736 | 303 | 11.07 | 46 | 18.88 | 13 | 8 | 0.713 |
9 | University of Pune | India | 4411 | 677 | 15.35 | 36 | 9.64 | 2 | 61 | 0.680 |
10 | Daffodil International University | Bangladesh | 1652 | 151 | 9.14 | 26 | 17.82 | 30 | 13 | 0.630 |
11 | Bina Nusantara University | Indonesia | 1721 | 309 | 17.95 | 2 | 1.28 | 1 | 512 | 0.609 |
12 | Al-Mustaqbal University | Iraq | 2430 | 158 | 6.50 | 49 | 20.28 | 61 | 7 | 0.590 |
13 | Visvesvaraya Technological University | India | 6637 | 746 | 11.24 | 71 | 11.73 | 11 | 37 | 0.585 |
14 | Taif University | Saudi Arabia | 5179 | 385 | 7.43 | 126 | 18.04 | 45 | 11 | 0.578 |
15 | SRM Institute of Science and Technology | India | 8292 | 697 | 8.41 | 102 | 15.35 | 32 | 19 | 0.560 |
16 | Middle East University | Jordan | 1796 | 259 | 14.42 | 4 | 4.77 | 4 | 177 | 0.559 |
17 | Majmaah University | Saudi Arabia | 1844 | 158 | 8.57 | 28 | 14.55 | 31 | 24 | 0.550 |
18 | Northern Borders University | Saudi Arabia | 2001 | 210 | 10.49 | 12 | 10.88 | 16 | 45 | 0.545 |
19 | Chitkara University | India | 2882 | 184 | 6.38 | 29 | 17.14 | 62 | 16 | 0.528 |
20 | Prince Sattam Bin Abdulaziz University | Saudi Arabia | 8556 | 683 | 7.98 | 123 | 14.30 | 39 | 25 | 0.527 |
21 | Zhongnan University of Economics and Law | China | 1722 | 104 | 6.04 | 28 | 16.59 | 76 | 17 | 0.506 |
22 | Annamalai University | India | 2013 | 226 | 11.23 | 13 | 6.82 | 12 | 117 | 0.493 |
23 | Riphah International University | Pakistan | 2081 | 90 | 4.32 | 39 | 18.29 | 141 | 10 | 0.482 |
24 | University of Education | Pakistan | 1853 | 89 | 4.80 | 31 | 17.33 | 124 | 14 | 0.480 |
25 | Gandhi Institute of Technology and Management | India | 2666 | 286 | 10.73 | 15 | 6.95 | 15 | 106 | 0.479 |
26 | GLA University | India | 3074 | 179 | 5.82 | 35 | 15.10 | 84 | 20 | 0.471 |
27 | Al-Balqa Applied University | Jordan | 2195 | 227 | 10.34 | 14 | 7.19 | 18 | 98 | 0.471 |
28 | University of Management and Technology | Pakistan | 1819 | 99 | 5.44 | 30 | 14.97 | 97 | 22 | 0.456 |
29 | The University of Lahore | Pakistan | 2905 | 156 | 5.37 | 41 | 14.95 | 103 | 23 | 0.454 |
30 | Al Jouf University | Saudi Arabia | 3406 | 272 | 7.99 | 40 | 10.20 | 38 | 55 | 0.450 |
31 | University of Jeddah | Saudi Arabia | 2800 | 220 | 7.86 | 26 | 10.26 | 41 | 53 | 0.447 |
32 | Symbiosis International University | India | 2904 | 295 | 10.16 | 12 | 5.96 | 20 | 140 | 0.442 |
33 | Hainan Medical University | China | 2740 | 91 | 3.32 | 42 | 17.84 | 194 | 12 | 0.441 |
34 | Applied Science Private University | Jordan | 2382 | 249 | 10.45 | 8 | 5.36 | 17 | 155 | 0.441 |
35 | Uttaranchal University | India | 1709 | 99 | 5.79 | 14 | 13.50 | 85 | 28 | 0.440 |
36 | University of Kufa | Iraq | 1739 | 197 | 11.33 | 5 | 3.13 | 10 | 280 | 0.427 |
37 | University of Petroleum and Energy Studies | India | 2641 | 130 | 4.92 | 39 | 13.81 | 120 | 26 | 0.418 |
38 | Government College University Faisalabad | Pakistan | 2909 | 158 | 5.43 | 39 | 12.90 | 98 | 34 | 0.417 |
39 | Ajman University | United Arab Emirates | 2226 | 150 | 6.74 | 20 | 10.53 | 56 | 50 | 0.416 |
40 | Universitas Airlangga | Indonesia | 5994 | 694 | 11.58 | 11 | 1.99 | 8 | 406 | 0.414 |
41 | Chandigarh University | India | 4490 | 295 | 6.57 | 36 | 10.49 | 58 | 52 | 0.410 |
42 | Shanghai University of Finance and Economics | China | 1624 | 65 | 4.00 | 24 | 14.97 | 155 | 21 | 0.410 |
43 | Hubei University of Medicine | China | 1599 | 52 | 3.25 | 23 | 16.23 | 200 | 18 | 0.409 |
44 | L.N. Gumilyov Eurasian National University | Kazakhstan | 1643 | 162 | 9.86 | 6 | 4.63 | 24 | 185 | 0.408 |
45 | University of Agriculture Faisalabad | Pakistan | 3288 | 192 | 5.84 | 41 | 11.64 | 82 | 40 | 0.407 |
46 | Kalinga Institute of Industrial Technology | India | 2336 | 230 | 9.85 | 10 | 4.62 | 25 | 187 | 0.407 |
47 | University of Tabuk | Saudi Arabia | 3353 | 196 | 5.85 | 30 | 11.49 | 81 | 42 | 0.405 |
48 | Osmania University | India | 2034 | 143 | 7.03 | 17 | 9.39 | 50 | 66 | 0.404 |
49 | Universitas Sumatera Utara | Indonesia | 1898 | 226 | 11.91 | 1 | 0.67 | 5 | 684 | 0.400 |
50 | Bahauddin Zakariya University | Pakistan | 2382 | 104 | 4.37 | 33 | 13.33 | 139 | 32 | 0.391 |
51 | King Khalid University | Saudi Arabia | 11122 | 658 | 5.92 | 106 | 10.58 | 78 | 49 | 0.390 |
52 | King Faisal University | Saudi Arabia | 4875 | 396 | 8.12 | 28 | 6.72 | 36 | 122 | 0.390 |
53 | Sichuan Normal University | China | 2122 | 44 | 2.07 | 32 | 17.25 | 401 | 15 | 0.389 |
54 | Vellore Institute of Technology | India | 10388 | 529 | 5.09 | 99 | 11.88 | 110 | 36 | 0.387 |
55 | Princess Nourah Bint Abdul Rahman University | Saudi Arabia | 8730 | 531 | 6.08 | 78 | 9.76 | 74 | 58 | 0.380 |
56 | Jazan University | Saudi Arabia | 4147 | 288 | 6.94 | 29 | 7.78 | 53 | 89 | 0.371 |
57 | Government College University Lahore | Pakistan | 1835 | 107 | 5.83 | 16 | 9.58 | 83 | 64 | 0.369 |
58 | University of Babylon | Iraq | 2440 | 248 | 10.16 | 4 | 1.96 | 19 | 412 | 0.368 |
59 | Umm Al-Qura University | Saudi Arabia | 5718 | 363 | 6.35 | 51 | 8.60 | 65 | 74 | 0.367 |
60 | University of the Punjab | Pakistan | 4275 | 297 | 6.95 | 32 | 7.47 | 52 | 94 | 0.366 |
61 | Hebei University of Engineering | China | 1903 | 65 | 3.42 | 23 | 13.36 | 188 | 30 | 0.360 |
62 | INTI International University | Malaysia | 1627 | 179 | 11.00 | 0 | 0.00 | 14 | 1343 | 0.358 |
63 | Qassim University | Saudi Arabia | 5278 | 375 | 7.10 | 34 | 6.81 | 48 | 119 | 0.358 |
64 | University of Hail | Saudi Arabia | 3125 | 172 | 5.50 | 27 | 9.60 | 94 | 63 | 0.358 |
65 | Prince Sultan University | Saudi Arabia | 2474 | 172 | 6.95 | 16 | 6.94 | 51 | 109 | 0.356 |
66 | Lovely Professional University | India | 5169 | 280 | 5.42 | 34 | 9.47 | 99 | 65 | 0.353 |
67 | Shaqra University | Saudi Arabia | 1588 | 112 | 7.05 | 9 | 6.51 | 49 | 128 | 0.351 |
68 | Universiti Tun Hussein Onn Malaysia | Malaysia | 2005 | 168 | 8.38 | 8 | 4.15 | 33 | 209 | 0.350 |
69 | Universitas Hasanuddin | Indonesia | 2799 | 284 | 10.15 | 2 | 1.00 | 22 | 588 | 0.349 |
70 | Duy Tan University | Viet Nam | 1814 | 105 | 5.79 | 14 | 8.55 | 86 | 76 | 0.348 |
71 | Universiti Teknologi MARA | Malaysia | 6734 | 653 | 9.70 | 9 | 1.44 | 26 | 488 | 0.343 |
72 | Al-Ahliyya Amman University | Jordan | 1693 | 168 | 9.92 | 1 | 0.82 | 23 | 632 | 0.339 |
73 | University of Basrah | Iraq | 2053 | 188 | 9.16 | 4 | 2.13 | 29 | 391 | 0.338 |
74 | Ningxia Medical University | China | 2444 | 64 | 2.62 | 28 | 13.50 | 266 | 29 | 0.337 |
75 | Islamia University | Pakistan | 3102 | 131 | 4.22 | 30 | 10.60 | 146 | 48 | 0.335 |
76 | Najran University | Saudi Arabia | 2455 | 151 | 6.15 | 16 | 7.11 | 72 | 101 | 0.333 |
77 | Menoufia University | Egypt | 3389 | 203 | 5.99 | 24 | 7.18 | 77 | 99 | 0.329 |
78 | Al-Farabi Kazakh National University | Kazakhstan | 2267 | 122 | 5.38 | 17 | 8.19 | 102 | 83 | 0.328 |
79 | Shaoxing University | China | 2166 | 73 | 3.37 | 22 | 11.62 | 191 | 41 | 0.326 |
80 | Abdul Wali Khan University Mardan | Pakistan | 2029 | 95 | 4.68 | 19 | 9.33 | 129 | 67 | 0.326 |
81 | University of Baghdad | Iraq | 6518 | 612 | 9.39 | 6 | 1.06 | 28 | 567 | 0.326 |
82 | Jinzhou Medical University | China | 1594 | 32 | 2.01 | 18 | 13.75 | 421 | 27 | 0.322 |
83 | University of Mosul | Iraq | 2423 | 174 | 7.18 | 10 | 4.63 | 46 | 184 | 0.320 |
84 | Christ University | India | 2181 | 129 | 5.91 | 12 | 6.74 | 79 | 121 | 0.318 |
85 | Huizhou University | China | 2010 | 43 | 2.14 | 25 | 13.33 | 379 | 31 | 0.318 |
86 | Universitas Sebelas Maret | Indonesia | 2621 | 248 | 9.46 | 1 | 0.47 | 27 | 817 | 0.317 |
87 | Thapar Institute of Engineering and Technology | India | 2056 | 127 | 6.18 | 13 | 6.16 | 70 | 134 | 0.316 |
88 | King Saud University | Saudi Arabia | 27268 | 988 | 3.62 | 215 | 10.51 | 172 | 51 | 0.314 |
89 | Universiti Teknologi Malaysia | Malaysia | 5797 | 437 | 7.54 | 22 | 3.66 | 44 | 239 | 0.314 |
90 | Wannan Medical College | China | 1698 | 39 | 2.30 | 18 | 12.81 | 326 | 35 | 0.314 |
91 | COMSATS University Islamabad | Pakistan | 5494 | 295 | 5.37 | 47 | 7.33 | 104 | 95 | 0.312 |
92 | University of Mumbai | India | 2163 | 179 | 8.28 | 4 | 2.15 | 35 | 387 | 0.310 |
93 | University of Madras | India | 2210 | 92 | 4.16 | 20 | 9.28 | 148 | 68 | 0.309 |
94 | Southwestern University of Finance and Economics | China | 2349 | 65 | 2.77 | 26 | 11.67 | 240 | 38 | 0.308 |
95 | National Institute of Technology Patna | India | 1660 | 134 | 8.07 | 3 | 2.11 | 37 | 394 | 0.302 |
96 | Linyi University | China | 1597 | 27 | 1.69 | 20 | 13.17 | 545 | 33 | 0.301 |
97 | Bharathiar University | India | 2645 | 173 | 6.54 | 12 | 4.63 | 59 | 186 | 0.299 |
98 | Hebei Medical University | China | 5435 | 192 | 3.53 | 51 | 9.83 | 181 | 57 | 0.298 |
99 | Taibah University | Saudi Arabia | 3274 | 217 | 6.63 | 13 | 4.40 | 57 | 197 | 0.298 |
100 | Al-Imam Muhammad Ibn Saud Islamic University | Saudi Arabia | 3451 | 182 | 5.27 | 17 | 6.70 | 105 | 123 | 0.297 |
101 | Al-Mustansiriya University | Iraq | 2465 | 195 | 7.91 | 4 | 1.76 | 40 | 439 | 0.290 |
102 | Xi'an Polytechnic University | China | 1724 | 48 | 2.78 | 17 | 10.63 | 237 | 47 | 0.289 |
103 | Future University in Egypt | Egypt | 1953 | 78 | 3.99 | 20 | 8.48 | 157 | 79 | 0.288 |
104 | Jimma University | Ethiopia | 1821 | 39 | 2.14 | 21 | 11.65 | 377 | 39 | 0.287 |
105 | King Abdulaziz University | Saudi Arabia | 11458 | 552 | 4.82 | 94 | 6.98 | 123 | 104 | 0.287 |
106 | Xuzhou Medical University | China | 4565 | 104 | 2.28 | 44 | 11.27 | 331 | 43 | 0.284 |
107 | University of Sargodha | Pakistan | 1826 | 74 | 4.05 | 14 | 7.82 | 151 | 87 | 0.278 |
108 | Lebanese American University | Lebanon | 5811 | 359 | 6.18 | 13 | 4.05 | 69 | 217 | 0.277 |
109 | Near East University | Turkey | 2206 | 134 | 6.07 | 9 | 4.20 | 75 | 207 | 0.276 |
110 | Firat University | Turkey | 2345 | 181 | 7.72 | 3 | 1.26 | 42 | 519 | 0.275 |
111 | Bharathidasan University | India | 2340 | 122 | 5.21 | 12 | 5.58 | 107 | 149 | 0.274 |
112 | Anhui Jianzhu University | China | 1739 | 53 | 3.05 | 13 | 9.14 | 214 | 69 | 0.270 |
113 | Shijiazhuang Tiedao University | China | 1870 | 44 | 2.35 | 17 | 10.25 | 316 | 54 | 0.268 |
114 | Pondicherry University | India | 1801 | 97 | 5.39 | 8 | 4.76 | 100 | 179 | 0.264 |
115 | Universidade Federal de Uberlândia | Brazil | 2412 | 46 | 1.91 | 27 | 10.81 | 451 | 46 | 0.264 |
116 | Xinjiang Medical College | China | 2015 | 36 | 1.79 | 20 | 10.93 | 512 | 44 | 0.262 |
117 | Amity University, Noida | India | 4364 | 239 | 5.48 | 19 | 4.48 | 96 | 192 | 0.262 |
118 | Ibn Tofail University | Morocco | 2154 | 165 | 7.66 | 1 | 0.57 | 43 | 739 | 0.260 |
119 | Universiti Putra Malaysia | Malaysia | 7344 | 420 | 5.72 | 28 | 3.84 | 89 | 229 | 0.258 |
120 | Asia University | Taiwan | 2234 | 88 | 3.94 | 19 | 6.90 | 159 | 113 | 0.257 |
121 | Beni-Suef University | Egypt | 2833 | 135 | 4.77 | 15 | 5.40 | 127 | 153 | 0.256 |
122 | Yarmouk University | Jordan | 1835 | 131 | 7.14 | 2 | 1.19 | 47 | 542 | 0.255 |
123 | Quaid-i-Azam University | Pakistan | 2975 | 139 | 4.67 | 18 | 5.37 | 130 | 154 | 0.252 |
124 | Universiti Malaysia Sabah | Malaysia | 2036 | 117 | 5.75 | 8 | 3.48 | 88 | 255 | 0.252 |
Note: Retraction and delisted journal data are sourced from Meho (2025), Nature (Van Noorden 2025), and RI² database curated by the American University of Beirut.
Key findings
[edit]The index is designed as a risk monitor, not a ranking of prestige. According to its creator, over-reliance on flawed bibliometrics incentives may allow paper mills, unethical collaborations, or manipulation of editorial and peer-review processes to go undetected in standard rankings.[10]
External reception
[edit]The methodology and findings have drawn international attention.[12] A 2025 article in Nature spotlighted universities with unusually high numbers of retractions, citing RI² data in its analysis.[10][1]
See also
[edit]- Retraction Watch
- Scientific misconduct
- Predatory publishing
- Retraction in academic publishing
- Academic careerism
- Publish or perish
References
[edit]- ^ a b Naddaf, Miryam (2025-06-06). "'Integrity index' flags universities with high retraction rates". Nature. doi:10.1038/d41586-025-01727-3. ISSN 1476-4687. PMID 40481200.
- ^ 中国科学报 (2025-06-09). "科学家希望用"诚信指数"重塑大学排名". finance.sina.com.cn. Retrieved 2025-06-09.
- ^ Gadd, Elizabeth (2020-11-24). "University rankings need a rethink". Nature. 587 (7835): 523. Bibcode:2020Natur.587..523G. doi:10.1038/d41586-020-03312-2. PMID 33235367.
- ^ Jones, Nicola (2025-06-04). "Science-integrity project will root out bad medical papers 'and tell everyone'". Nature. doi:10.1038/d41586-025-01739-z. ISSN 1476-4687. PMID 40468547.
- ^ "The scientific world does not need more bad quality papers". University World News. Retrieved 2025-06-09.
- ^ Chawla2025-03-26T09:30:00+00:00, Dalmeet Singh. "Fourteen universities may have manipulated institutional rankings, analysis finds". Chemistry World. Retrieved 2025-06-09.
{{cite web}}
: CS1 maint: numeric names: authors list (link) - ^ Meho, L. I. (2025). "Gaming the Metrics? Bibliometric Anomalies and the Integrity Crisis in Global Research." arXiv:2505.06448.
- ^ "Research integrity is much more than misconduct". Nature. 570 (7759): 5. 2019-06-03. Bibcode:2019Natur.570R...5.. doi:10.1038/d41586-019-01727-0. PMID 31160744.
- ^ Abalkina, Anna; Aquarius, René; Bik, Elisabeth; Bimler, David; Bishop, Dorothy; Byrne, Jennifer; Cabanac, Guillaume; Day, Adam; Labbé, Cyril; Wise, Nick (2025-01-27). "'Stamp out paper mills' — science sleuths on how to fight fake research". Nature. 637 (8048): 1047–1050. Bibcode:2025Natur.637.1047A. doi:10.1038/d41586-025-00212-1. ISSN 1476-4687. PMID 39870791.
- ^ a b c Van Noorden, Richard (2025). "Exclusive: These universities have the most retracted scientific articles". Nature. 638 (8051): 596–599. Bibcode:2025Natur.638..596V. doi:10.1038/d41586-025-00455-y. PMID 39972233.
- ^ Meho, Lokman I.; Akl, Elie A. (2025-02-19). "Using bibliometrics to detect questionable authorship and affiliation practices and their impact on global research metrics: A case study of 14 universities". Quantitative Science Studies. 6: 63–98. doi:10.1162/qss_a_00339. ISSN 2641-3337.
- ^ ""研究诚信风险指数"提示高撤稿率大学—新闻—科学网". news.sciencenet.cn. Retrieved 2025-06-09.