| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.826 | -0.927 |
|
Retracted Output
|
-0.362 | 0.279 |
|
Institutional Self-Citation
|
1.648 | 0.520 |
|
Discontinued Journals Output
|
0.229 | 1.099 |
|
Hyperauthored Output
|
-1.253 | -1.024 |
|
Leadership Impact Gap
|
-0.626 | -0.292 |
|
Hyperprolific Authors
|
-0.075 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.813 | 0.720 |
Haldia Institute of Technology presents a generally balanced scientific integrity profile, with an overall risk score of -0.051. The institution demonstrates notable strengths in maintaining very low rates of hyper-authored output and publication in its own journals, indicating robust authorship and dissemination policies. However, this solid foundation is contrasted by two significant vulnerabilities: a high rate of institutional self-citation and a critical level of redundant output (salami slicing). These challenges require strategic attention to ensure they do not undermine the institution's strong thematic positioning, particularly in its highest-ranked areas of Energy, Chemistry, Computer Science, and Engineering, as per SCImago Institutions Rankings data. The identified risks, especially the practice of fragmenting research to inflate publication volume, are in direct tension with the institutional mission to foster "personal integrity" and "quality education." Addressing these integrity gaps is crucial for aligning research practices with the core values of excellence and civic responsibility, thereby solidifying the institution's reputation as a producer of competent and creative professionals for the global stage.
The institution's Z-score of -0.826 for the Rate of Multiple Affiliations indicates a low-risk profile. However, this represents a slight divergence from the national context in India (Z-score: -0.927), which shows virtually no activity in this area. This suggests the emergence of affiliation patterns at the institution that, while not yet problematic, are absent in the rest of the country. It is important to monitor this trend to ensure it continues to reflect genuine collaboration rather than developing into strategic attempts to inflate institutional credit.
With a Z-score of -0.362, the institution's Rate of Retracted Output is low, especially when compared to the medium-risk national average in India (Z-score: 0.279). This demonstrates effective institutional resilience, suggesting that internal quality control mechanisms are successfully mitigating the systemic risks prevalent in the wider national environment. This strong performance indicates that pre-publication supervision and methodological rigor are well-established, preventing the kind of recurring errors or malpractice that can lead to a high volume of retractions.
The institution's Rate of Institutional Self-Citation presents a medium risk, with a Z-score of 1.648 that is significantly higher than the national average (Z-score: 0.520). This indicates a high exposure to this particular risk, suggesting the institution is more prone to this behavior than its national peers. A disproportionately high rate can signal a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This warns of a risk of endogamous impact inflation, where academic influence may be oversized by internal dynamics rather than global community recognition.
For the Rate of Output in Discontinued Journals, the institution shows a medium risk with a Z-score of 0.229. This performance reflects differentiated management, as it is considerably lower than the national average in India (Z-score: 1.099), which also sits at a medium-risk level. This suggests the institution is successfully moderating a risk that is more common nationally. Nevertheless, a high proportion of publications in such journals constitutes a critical alert regarding due diligence. This Z-score indicates a need to reinforce information literacy among researchers to completely avoid channeling scientific production through media that do not meet international ethical or quality standards, thereby preventing reputational risk.
The institution exhibits an exemplary profile regarding the Rate of Hyper-Authored Output, with a Z-score of -1.253 placing it in the very low-risk category. This demonstrates low-profile consistency, as the absence of risk signals aligns perfectly with the low-risk national standard in India (Z-score: -1.024). This result indicates that authorship practices are transparent and accountable, successfully distinguishing between necessary massive collaboration and potential 'honorary' or political authorship inflation, thus reflecting a healthy culture of individual responsibility in research.
The institution's gap between the impact of its total output and the impact of its led output shows a low risk (Z-score: -0.626), which is more favorable than the national average (Z-score: -0.292). This prudent profile suggests the institution manages its collaborative processes with more rigor than the national standard. A low gap indicates that the institution's scientific prestige is largely derived from its own structural capacity and intellectual leadership, rather than being dependent on the impact generated by external partners. This points to a sustainable and self-reliant model for building academic influence.
The Rate of Hyperprolific Authors at the institution is low, with a Z-score of -0.075. This figure is nearly identical to the national average in India (Z-score: -0.067), indicating a state of statistical normality. The risk level is as expected for its context, suggesting that cases of extreme individual publication volumes are not a systemic issue. This balance helps mitigate risks such as coercive authorship or the assignment of authorship without real participation, reinforcing a culture that prioritizes the integrity of the scientific record over sheer publication volume.
With a Z-score of -0.268, the institution's Rate of Output in Institutional Journals is very low and almost perfectly aligned with the national average in India (Z-score: -0.250). This demonstrates integrity synchrony, reflecting a shared environment of maximum scientific security in this area. By avoiding excessive dependence on in-house journals, the institution ensures its scientific production undergoes independent external peer review, thus preventing potential conflicts of interest and academic endogamy. This practice enhances the global visibility and competitive validation of its research.
The institution's Rate of Redundant Output is a critical concern, with a Z-score of 2.813 placing it in the significant risk category. This figure indicates a sharp risk accentuation, as it dramatically amplifies a vulnerability that is only moderately present in the national system (Z-score: 0.720). A high value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This massive and recurring bibliographic overlap between publications not only distorts the available scientific evidence but also overburdens the review system, signaling an urgent need to shift focus from publication volume to the generation of significant new knowledge.
