Thapar Institute of Engineering and Technology

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

-0.286

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.512 -0.927
Retracted Output
-0.616 0.279
Institutional Self-Citation
-0.482 0.520
Discontinued Journals Output
0.250 1.099
Hyperauthored Output
-1.275 -1.024
Leadership Impact Gap
-1.021 -0.292
Hyperprolific Authors
0.448 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
0.419 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Thapar Institute of Engineering and Technology demonstrates a robust scientific integrity profile, with an overall risk score of -0.286 that indicates performance significantly stronger than the national context. The institution exhibits exceptional control in key areas, showing very low risk in Rate of Retracted Output, Rate of Hyper-Authored Output, and the impact gap between led and total research, effectively insulating itself from vulnerabilities present at the national level. These strengths are foundational to its academic reputation, particularly in its highest-ranking fields according to SCImago Institutions Rankings data, such as Arts and Humanities, Computer Science, and Mathematics. However, areas requiring strategic attention include a moderate deviation from the national norm in the Rate of Hyperprolific Authors and persistent medium-risk signals in publishing in discontinued journals and redundant output. These vulnerabilities, while managed better than the national average in some cases, could subtly undermine the institution's mission to make "lasting contributions to the advancement of learning" and pursue "cutting-edge research and development for the benefit of society." An ethos of excellence is incompatible with practices that prioritize volume over substance. To fully align its operational reality with its strategic vision, the Institute is encouraged to implement targeted policies that address these specific risks, thereby solidifying its leadership in both academic achievement and scientific integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.512, a low-risk value that nonetheless contrasts with the national average of -0.927, which is in the very low-risk category. This slight divergence indicates the emergence of risk signals at the institutional level that are not yet apparent in the broader national landscape. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor uptick warrants observation. It serves as an early warning to ensure that collaborative practices remain transparent and are not developing into strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the perceived origin of research contributions.

Rate of Retracted Output

With a Z-score of -0.616, the institution demonstrates a very low risk of retractions, a figure that stands in stark contrast to the medium-risk national average of 0.279. This result signals a clear preventive isolation, where the institution’s internal quality controls successfully prevent the risk dynamics observed across the country. This excellent performance suggests that its mechanisms for supervision and methodological rigor are robust. Rather than being a sign of error, this near-absence of retractions points to a healthy integrity culture where quality control is effectively implemented prior to publication, safeguarding its scientific record and reputation from the systemic vulnerabilities affecting its peers.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.482 (low risk), which is notably healthier than the national average of 0.520 (medium risk). This demonstrates strong institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks of academic endogamy prevalent in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by keeping this rate low, the institution avoids creating an 'echo chamber' and ensures its work is validated by the broader scientific community, reinforcing the idea that its academic influence is based on global recognition rather than being inflated by internal dynamics.

Rate of Output in Discontinued Journals

The institution shows a medium-risk Z-score of 0.250, a value that, while indicating a need for attention, is significantly better than the national average of 1.099. This reflects a differentiated management approach, where the institution is successfully moderating a risk that is far more common and severe across the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. While the institution is performing better than its environment, the existing risk level suggests a need to reinforce information literacy and guidance for researchers to avoid channeling work through media that do not meet international ethical standards, thus preventing reputational damage and wasted resources.

Rate of Hyper-Authored Output

With a Z-score of -1.275, the institution registers a very low risk in hyper-authorship, a profile that is even stronger than the low-risk national average of -1.024. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. This indicates that authorship practices at the institution are transparent and accountable, successfully distinguishing between necessary large-scale collaboration and questionable 'honorary' authorship. This responsible approach reinforces the value of individual contributions and maintains clarity in the attribution of scientific credit.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -1.021 signifies a very low-risk gap, which is substantially better than the national average of -0.292 (low risk). This excellent result demonstrates low-profile consistency, with the absence of risk signals aligning perfectly with the national standard. It indicates that the institution's scientific prestige is structural and endogenous, built upon research where it exercises clear intellectual leadership. This strong internal capacity ensures that its high-impact contributions are sustainable and directly attributable to its own researchers, avoiding a dependency on external partners for its scientific reputation.

Rate of Hyperprolific Authors

The institution has a Z-score of 0.448, placing it in the medium-risk category, which represents a moderate deviation from the low-risk national average of -0.067. This suggests the institution is more sensitive to risk factors related to publication pressure than its national peers. While high productivity can be legitimate, extreme individual volumes challenge the limits of meaningful intellectual contribution. This alert points to potential imbalances between quantity and quality, signaling risks such as coercive authorship or the assignment of authorship without real participation. A review is warranted to ensure that institutional incentives are not inadvertently prioritizing metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution's rate of publication in its own journals is in the very low-risk category, almost identical to the national average of -0.250. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and ensures its research undergoes independent external peer review. This practice enhances the global visibility and credibility of its scientific production, confirming that its work is validated through standard competitive channels.

Rate of Redundant Output

The institution's Z-score of 0.419 indicates a medium risk of redundant output, a figure that is considerably more controlled than the national average of 0.720. This points to a differentiated management strategy, where the institution is actively moderating a risk that is more pronounced at the national level. Nevertheless, a medium-risk signal warns that practices of dividing studies into 'minimal publishable units' to inflate productivity may still be occurring. This 'salami slicing' can distort the scientific evidence base and overburden the review system. The institution's relative success in containing this practice is positive, but continued vigilance is needed to ensure that the focus remains on publishing significant new knowledge rather than on volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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