| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.982 | -0.927 |
|
Retracted Output
|
2.794 | 0.279 |
|
Institutional Self-Citation
|
-0.064 | 0.520 |
|
Discontinued Journals Output
|
1.031 | 1.099 |
|
Hyperauthored Output
|
-1.326 | -1.024 |
|
Leadership Impact Gap
|
0.050 | -0.292 |
|
Hyperprolific Authors
|
-0.710 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.553 | 0.720 |
GL Bajaj Institute of Technology and Management demonstrates a solid overall scientific integrity profile, reflected in its score of 0.754. The institution exhibits significant strengths in maintaining low-risk practices, particularly in its rates of redundant output, multiple affiliations, hyper-authored output, and publication in institutional journals, often performing better than the national average. These areas indicate robust internal governance and a commitment to transparent research practices. However, this strong foundation is contrasted by two critical vulnerabilities: a significant rate of retracted output and a medium-risk gap in research impact leadership, both of which exceed national averages. These weaknesses, alongside a medium-risk exposure to discontinued journals, directly challenge the institution's mission to foster "professionalism, ethics, and morals" and to produce "globally competitive professionals." While the institution shows strong thematic positioning in the SCImago Institutions Rankings, especially in Business, Management and Accounting (ranked 23rd in India), Engineering (149th), and Computer Science (204th), the identified integrity risks could undermine its reputation and the perceived value of its research. To fully align its operational reality with its aspirational mission, it is recommended that the institution urgently investigates the root causes of its high retraction rate and develops strategies to strengthen its intellectual leadership in collaborative research, thereby ensuring its long-term scientific credibility and competitiveness.
The institution's Z-score of -0.982 indicates a complete absence of risk signals related to multiple affiliations, performing even better than the very low-risk national average of -0.927. This demonstrates total operational silence in this area, suggesting that the institution's policies and researcher practices ensure clear and transparent reporting of affiliations. This robust performance effectively mitigates any concern of strategic attempts to inflate institutional credit or "affiliation shopping," reinforcing a culture of legitimate and unambiguous collaboration.
With a Z-score of 2.794, the institution's rate of retracted output is at a significant level, starkly contrasting with the medium-risk national average of 0.279. This finding suggests an accentuation of risk, where the institution amplifies vulnerabilities present in the national system. Retractions are complex, but a rate this high suggests that quality control mechanisms prior to publication may be failing systemically. This indicator serves as a critical alert to a vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its academic reputation.
The institution demonstrates notable institutional resilience, with a low-risk Z-score of -0.064, which is significantly healthier than the medium-risk national average of 0.520. This suggests that internal control mechanisms are effectively mitigating a systemic tendency toward self-citation prevalent in the country. By maintaining a low rate, the institution avoids the creation of scientific 'echo chambers' and the risk of endogamous impact inflation. This indicates that its academic influence is being validated by the broader global community rather than being disproportionately sustained by internal dynamics.
The institution's Z-score of 1.031 places it at a medium risk level for publishing in discontinued journals, though it reflects a slightly better performance than the national average of 1.099. This indicates a form of differentiated management, where the institution moderates a risk that appears common in the country. Nonetheless, a medium Z-score constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting a need to enhance information literacy among its researchers to avoid 'predatory' or low-quality practices.
With a very low Z-score of -1.326, the institution shows an absence of risk signals in hyper-authorship, a profile that is even stronger than the low-risk national standard (-1.024). This low-profile consistency demonstrates a healthy and transparent approach to assigning authorship. The data suggests that the institution effectively distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' authorship, thereby upholding individual accountability and ensuring the integrity of its research contributions.
The institution's Z-score of 0.050 for this indicator represents a moderate deviation from the national average of -0.292, suggesting it has a greater sensitivity to this risk factor than its national peers. This positive gap, where overall impact is higher than the impact of research led by the institution, signals a potential sustainability risk. It suggests that the institution's scientific prestige may be partially dependent on external partners rather than being fully generated by its own structural capacity. This invites a strategic reflection on how to bolster internal intellectual leadership to ensure long-term, self-sufficient academic excellence.
The institution maintains a prudent profile regarding hyperprolific authors, with a Z-score of -0.710 that is substantially lower than the national average of -0.067. This demonstrates that its processes are managed with more rigor than the national standard, effectively controlling the risks associated with extreme publication volumes. This low rate indicates a healthy balance between productivity and quality, steering clear of dynamics such as coercive authorship or assigning credit without real participation, which prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution operates in complete integrity synchrony with the national average of -0.250, reflecting total alignment with an environment of maximum scientific security in this domain. This very low rate shows that the institution does not rely on its own journals for dissemination, thus avoiding potential conflicts of interest and the risk of academic endogamy. Its research output is clearly directed toward external, independent peer-reviewed channels, ensuring its work undergoes competitive validation and achieves global visibility.
The institution exhibits a remarkable preventive isolation from national trends, with a very low Z-score of -0.553 in stark contrast to the medium-risk country average of 0.720. This wide gap indicates that the institution does not replicate the risk dynamics of data fragmentation observed in its environment. The data strongly suggests a culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity through 'salami slicing,' thereby upholding the integrity of scientific evidence and valuing new knowledge over sheer volume.
