| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.958 | -0.927 |
|
Retracted Output
|
0.361 | 0.279 |
|
Institutional Self-Citation
|
0.699 | 0.520 |
|
Discontinued Journals Output
|
0.297 | 1.099 |
|
Hyperauthored Output
|
-1.310 | -1.024 |
|
Leadership Impact Gap
|
-1.193 | -0.292 |
|
Hyperprolific Authors
|
-0.043 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.513 | 0.720 |
Delhi Technological University presents a balanced integrity profile, with an overall risk score of -0.024 indicating a slight but positive inclination towards robust research practices. The institution demonstrates clear strengths and exemplary control in areas related to authorship and collaboration, including a very low rate of hyper-authored output, minimal risk of multiple affiliation abuse, and a negligible gap between its overall impact and the impact of its internally-led research. This is complemented by notable academic strengths, as evidenced by its SCImago Institutions Rankings, where it holds top national positions in areas such as Psychology (Top 5), Social Sciences (Top 10), Computer Science (Top 15), and Mathematics (Top 20). However, a cluster of medium-risk indicators requires strategic attention, particularly concerning the rate of retracted output, institutional self-citation, and redundant publications. These vulnerabilities present a direct challenge to the institutional mission of fostering "centres of excellence" and developing "human potential with... ethics and integrity." Practices that could be perceived as inflating impact or productivity without sufficient external validation could undermine the pursuit of "sustainable solutions" and compromise the university's reputation. Therefore, a strategic focus on strengthening pre-publication review processes and promoting responsible dissemination practices will be crucial to fully align its operational integrity with its stated mission and academic excellence, ensuring its contributions are both impactful and unimpeachable.
The institution's Z-score of -0.958 is in almost perfect alignment with the national average of -0.927, reflecting a shared environment of maximum scientific security in this area. This integrity synchrony indicates a complete absence of risk signals related to the strategic inflation of institutional credit. While multiple affiliations are often legitimate, the university's data confirms that its collaborative practices are transparent and do not suggest any patterns of "affiliation shopping" to artificially boost its standing.
With a Z-score of 0.361, the institution shows a greater propensity for this risk compared to the national average of 0.279, suggesting a higher exposure to the underlying causes of retractions. A rate significantly above the norm alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than in peer institutions, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard scientific quality.
The institution's Z-score of 0.699 is notably higher than the country's average of 0.520, indicating a greater exposure to this risk factor. This elevated rate warns of the potential for endogamous impact inflation and the formation of scientific "echo chambers." There is a risk that the institution's academic influence may be oversized by internal validation dynamics rather than by broader recognition from the global community, suggesting a need to encourage more extensive external engagement and scrutiny.
The university demonstrates effective management of a risk that is more common at the national level, with its Z-score of 0.297 being significantly lower than the country's average of 1.099. This indicates that the institution successfully moderates a prevalent national vulnerability. By exercising superior due diligence in selecting dissemination channels, the university protects its research and reputation from the severe risks associated with "predatory" or low-quality publishing practices, ensuring its resources are invested in credible and impactful outlets.
The institution exhibits an exemplary absence of risk signals, with a Z-score of -1.310 that is well below the already low national standard of -1.024. This low-profile consistency demonstrates robust governance over authorship practices. The data confirms that the university's collaborative patterns are transparent and accountable, effectively distinguishing between necessary massive collaboration in "Big Science" and problematic "honorary" or political authorship, thereby reinforcing individual accountability in its research output.
With a Z-score of -1.193, the institution demonstrates strong intellectual autonomy, performing significantly better than the national average of -0.292. This low-profile consistency signals that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. The data confirms that its excellence metrics result from genuine intellectual leadership, showing that the impact of research led by the institution itself is robust and sustainable.
The institution's risk level is statistically normal for its context, with a Z-score of -0.043 that is very similar to the national average of -0.067. This indicates that there is no systemic pattern of extreme individual publication volumes that would challenge the limits of meaningful intellectual contribution. The current profile does not point to widespread risks such as coercive authorship or data fragmentation driven by hyperprolific individuals, suggesting a healthy balance between productivity and quality.
The university's Z-score of -0.268 is in total alignment with the national average of -0.250, reflecting a shared environment of maximum security for this indicator. This integrity synchrony demonstrates a complete avoidance of academic endogamy and its associated conflicts of interest. By ensuring its scientific production undergoes independent external peer review rather than relying on in-house journals, the institution enhances its global visibility and confirms that internal channels are not used as "fast tracks" to inflate publication records without standard competitive validation.
The institution effectively manages a risk that is more pronounced within the national system, as its Z-score of 0.513 is considerably lower than the country's average of 0.720. This differentiated management indicates that the university moderates the practice of research fragmentation. This suggests a healthier publication culture that prioritizes the communication of significant new knowledge over the artificial inflation of productivity by dividing studies into minimal publishable units, thereby protecting the integrity of the scientific record.
