Pandit Deendayal Energy University

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

-0.217

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.083 -0.927
Retracted Output
-0.409 0.279
Institutional Self-Citation
0.017 0.520
Discontinued Journals Output
0.628 1.099
Hyperauthored Output
-1.192 -1.024
Leadership Impact Gap
-0.859 -0.292
Hyperprolific Authors
-0.085 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
0.505 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Pandit Deendayal Energy University demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.217 that positions it favorably against global benchmarks. The institution's primary strengths lie in its exceptionally low rates of retracted output, hyper-authorship, and multiple affiliations, complemented by a strong capacity for generating high-impact research under its own leadership. While moderate risks are present in institutional self-citation, redundant output, and publication in discontinued journals, the university consistently outperforms the national average in these areas, indicating effective internal governance that mitigates systemic vulnerabilities. According to SCImago Institutions Rankings data, this operational integrity supports a strong research portfolio, with notable national rankings in areas such as Business, Management and Accounting (Top 40), Economics, Econometrics and Finance (Top 70), and Computer Science (Top 90), which complement its core mission-driven focus on Energy and Engineering. This commitment to sound research practices directly reinforces the university's mission to establish "institutes of excellence" and achieve a "competitive edge in research." To fully align its operational reality with its aspirational goals, the university is encouraged to continue refining its policies in the identified medium-risk areas, thereby ensuring that its pursuit of excellence is built upon an unshakeable foundation of scientific integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.083, which is even lower than the national average of -0.927. This signifies a complete operational silence regarding this risk indicator. The university's practices show an absence of signals related to strategic "affiliation shopping" or attempts to artificially inflate institutional credit, performing with more rigor than the already low-risk national standard. This exceptional clarity in affiliation reporting underscores a transparent and ethically sound approach to academic collaboration.

Rate of Retracted Output

With a Z-score of -0.409, the institution maintains a very low-risk profile that starkly contrasts with the medium-risk national average of 0.279. This demonstrates a successful preventive isolation, where the university does not replicate the risk dynamics prevalent in its environment. The data suggests that robust quality control and supervision mechanisms are in place, effectively preventing the systemic failures that can lead to retractions. This proactive stance safeguards the institution's reputation and points to a strong culture of integrity and methodological rigor that is independent of national trends.

Rate of Institutional Self-Citation

The university's Z-score for this indicator is 0.017, a medium-risk value that is, however, substantially lower than the national average of 0.520. This points to a differentiated management strategy that successfully moderates a risk that is common across the country. While a certain level of self-citation is natural, the institution's controlled rate suggests it is effectively avoiding the creation of scientific "echo chambers" or the endogamous inflation of its impact. This indicates a healthier balance between building on internal research lines and seeking validation from the global scientific community compared to its national peers.

Rate of Output in Discontinued Journals

The institution's Z-score of 0.628 places it in the medium-risk category, yet it reflects a more controlled situation than the national average of 1.099. This suggests a differentiated management approach where the university is more effectively mitigating a widespread national risk. Although there is a detectable presence in journals that fail to meet international standards, the lower score indicates better due diligence in selecting publication channels. This proactive moderation helps protect the institution from the severe reputational damage associated with "predatory" practices and shows a greater commitment to information literacy than the national trend.

Rate of Hyper-Authored Output

With a Z-score of -1.192, the institution shows a very low rate of hyper-authored publications, a figure that is more rigorous than the low-risk national benchmark of -1.024. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. The data indicates that authorship practices are transparent and accountable, with no signs of author list inflation or the inclusion of "honorary" authorships, thereby ensuring that credit is assigned appropriately and responsibly.

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

The institution's Z-score of -0.859 is in the very low-risk range, significantly better than the country's low-risk score of -0.292. This low-profile consistency highlights an exemplary balance, showing that the impact of research led by the institution is strong and not overly dependent on external partners. This result signals a high degree of scientific sustainability and genuine internal capacity. The university's prestige appears to be structurally generated, reflecting true intellectual leadership rather than a strategic reliance on collaborations where it does not lead.

Rate of Hyperprolific Authors

The university's Z-score of -0.085 is in the low-risk category, demonstrating statistical normality as it aligns almost perfectly with the national average of -0.067. This risk level is as expected for the institutional context and size. It suggests that individual publication volumes are within reasonable limits, without significant alerts for practices like coercive authorship or sacrificing quality for quantity. The institution maintains a healthy balance between productivity and the integrity of the scientific record, consistent with national standards.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a very low rate of publication in its own journals, reflecting an integrity synchrony with the secure national environment (Z-score: -0.250). This total alignment indicates a strong commitment to independent, external peer review and global dissemination channels. By avoiding potential conflicts of interest and academic endogamy, the university ensures its research is validated through competitive, international standards, reinforcing its credibility and steering clear of using internal journals as 'fast tracks' for publication.

Rate of Redundant Output

The institution's Z-score of 0.505, while in the medium-risk category, is notably better than the national average of 0.720. This indicates a differentiated management of a nationally prevalent risk. The university appears to be more effectively moderating the practice of 'salami slicing'—artificially inflating productivity by fragmenting studies into minimal publishable units. This suggests a greater institutional emphasis on producing substantial and coherent contributions to knowledge, thereby better protecting the integrity of the scientific record compared to the broader national context.

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