| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.915 | -0.927 |
|
Retracted Output
|
0.540 | 0.279 |
|
Institutional Self-Citation
|
0.383 | 0.520 |
|
Discontinued Journals Output
|
0.308 | 1.099 |
|
Hyperauthored Output
|
-1.280 | -1.024 |
|
Leadership Impact Gap
|
-1.706 | -0.292 |
|
Hyperprolific Authors
|
-0.919 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.212 | 0.720 |
The Indian Institute of Technology, Dhanbad, demonstrates a robust and well-balanced scientific integrity profile, reflected in its overall score of -0.106. The institution exhibits exceptional strengths in maintaining research autonomy and ethical collaboration, with very low risk signals in areas such as leadership impact, hyper-authorship, and multiple affiliations. While several indicators show a moderate risk level, the institution consistently outperforms the national average, indicating effective internal governance. Thematic excellence is evident in its high national rankings in Business, Management and Accounting (24th), Mathematics (28th), Social Sciences (32nd), and Computer Science (33rd), according to SCImago Institutions Rankings data. This performance aligns well with its mission to solve relevant problems for industry and society. However, the elevated rate of retracted output, which is higher than the national average, presents a potential conflict with the core mission of creating reliable technologies and fostering excellence. To fully realize its strategic vision, the institution is encouraged to leverage its strong governance foundation to investigate and mitigate the root causes of retractions, thereby ensuring its significant contributions are built upon an unimpeachable bedrock of scientific integrity.
The institution's Z-score of -0.915 is in close alignment with the national average of -0.927, indicating a state of integrity synchrony within a secure national environment. This total alignment demonstrates that the institution's policies and researcher practices regarding affiliations are consistent with the country's very low-risk standards. The absence of concerning signals suggests that multiple affiliations at the institution are managed transparently and legitimately reflect genuine researcher mobility and partnerships, rather than strategic attempts to inflate institutional credit.
With a Z-score of 0.540, the institution shows a higher exposure to retractions compared to the national average of 0.279. This suggests that the center is more prone to the factors that lead to such events than its peers. Retractions are complex, and some may stem from honest corrections. However, a rate significantly higher than the national standard serves as an alert that pre-publication quality control mechanisms may be facing systemic challenges. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution's Z-score of 0.383, while indicating a medium risk level, is notably lower than the national average of 0.520. This reflects a differentiated management approach, where the center successfully moderates risks that are more common across the country. A certain level of self-citation is natural, but the institution's ability to keep this rate below the national trend suggests it is less susceptible to creating 'echo chambers' or inflating its impact through endogamous practices. This points to a healthy balance, where the institution's work is validated by sufficient external scrutiny from the global scientific community.
The institution demonstrates effective risk moderation with a Z-score of 0.308, which is substantially lower than the national average of 1.099. This indicates a more rigorous and differentiated management of publication channel selection compared to its national peers. While a sporadic presence in such journals can occur, a significantly lower rate constitutes a positive signal of strong due diligence. This practice protects the institution from the severe reputational risks associated with 'predatory' or low-quality publishing and suggests a well-developed information literacy culture among its researchers.
With a Z-score of -1.280, the institution shows a near-total absence of risk signals, a profile that is even stronger than the low-risk national standard (-1.024). This low-profile consistency indicates that the institution's collaborative culture is well-regulated and transparent. The data suggests a clear distinction between necessary, large-scale scientific projects and questionable practices like author list inflation or 'honorary' authorships, thereby upholding individual accountability in its research output.
The institution exhibits a Z-score of -1.706, a very low-risk signal that is significantly stronger than the national average of -0.292. This low-profile consistency points to exceptional institutional health, where scientific prestige is clearly driven by internal capacity rather than being dependent on external collaborations. The minimal gap between its overall impact and the impact of research it leads demonstrates that its excellence is structural and sustainable, reflecting true intellectual leadership in its fields of study.
The institution's Z-score of -0.919 signifies a very low risk, aligning with and improving upon the low-risk national context (-0.067). This low-profile consistency suggests a healthy academic environment where the balance between quantity and quality is well-maintained. The absence of extreme individual publication volumes indicates that the institution effectively discourages practices such as coercive authorship or assigning credit without meaningful intellectual contribution, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is in perfect synchrony with the national average of -0.250, reflecting a shared commitment to a secure and transparent publication ecosystem. This alignment with a very low-risk environment shows that the institution avoids potential conflicts of interest by not over-relying on its own journals. This practice ensures its research undergoes independent external peer review, which is crucial for achieving global visibility and competitive validation, rather than using internal channels as a 'fast track' to inflate publication metrics.
With a Z-score of 0.212, the institution demonstrates differentiated management by maintaining a risk level significantly lower than the national average of 0.720. This suggests that while operating in a context where redundant publications are a moderate concern, the institution has implemented more effective controls. Its lower rate indicates a culture that discourages 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications. This focus on presenting coherent, significant new knowledge over artificially inflating productivity strengthens the quality and reliability of its scientific contributions.