University of Dodoma

Region/Country

Africa
Tanzania
Universities and research institutions

Overall

-0.344

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.056 0.557
Retracted Output
-0.240 -0.155
Institutional Self-Citation
1.250 0.138
Discontinued Journals Output
-0.037 -0.176
Hyperauthored Output
-1.030 -0.149
Leadership Impact Gap
-1.082 0.373
Hyperprolific Authors
-1.413 -1.231
Institutional Journal Output
-0.268 -0.268
Redundant Output
-1.186 -0.683
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Dodoma demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.344. This indicates that its research practices are, on the whole, significantly healthier than the global average. The institution's primary strengths lie in its scientific autonomy and the structural quality of its output, with exceptionally low-risk signals in the impact gap of its leadership, the rate of hyperprolific authors, and redundant publications. These positive indicators are counterbalanced by a notable vulnerability in its citation practices, specifically a high rate of institutional self-citation, which requires strategic attention. The university's strong research integrity forms a solid foundation for its academic leadership, evidenced by its top national rankings in key areas such as Business, Management and Accounting, and Economics, Econometrics and Finance, according to SCImago Institutions Rankings data. To fully align with its mission of providing "quality education" and impactful public service, it is crucial to address the risk of academic insularity suggested by the self-citation patterns. By fostering broader external engagement and validation, the University of Dodoma can ensure its recognized thematic excellence translates into sustainable, globally recognized influence, reinforcing its commitment to quality and social responsibility.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University of Dodoma presents a Z-score of 0.056 in this indicator, a figure significantly more moderate than the national average of 0.557. Although the risk level is considered medium systemically across the country, the university demonstrates differentiated management that effectively moderates this trend. This suggests that the institution has more rigorous controls or clearer policies regarding researcher affiliations than its national peers. While multiple affiliations can be legitimate, disproportionately high rates can signal "affiliation shopping" to inflate institutional credit. The university's contained approach mitigates this risk, ensuring that its collaborative footprint is a genuine reflection of partnership rather than a strategy for metric inflation.

Rate of Retracted Output

With a Z-score of -0.240, the institution shows a lower incidence of retracted publications compared to the national average of -0.155. This performance points to a prudent and rigorous operational profile that surpasses the national standard. Retractions can be complex, but a rate significantly lower than the norm is a strong positive signal. It suggests that the university's quality control mechanisms, including peer review and supervisory oversight prior to publication, are functioning effectively. This proactive approach to research integrity helps prevent systemic failures and protects the institution's reputation by ensuring a high-quality, reliable scientific record.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is 1.250, a figure that indicates high exposure to this risk and is substantially greater than the national average of 0.138. While a certain level of self-citation is natural, this disproportionately high rate signals a potential "echo chamber" where the institution's work may lack sufficient external scrutiny. This pattern is a significant warning of endogamous impact inflation, suggesting that the university's academic influence might be oversized by internal dynamics rather than validated by the broader global community. This practice could undermine the perceived objectivity and reach of its research, warranting a strategic review of its dissemination and collaboration patterns.

Rate of Output in Discontinued Journals

The university's Z-score of -0.037, while in the low-risk category, is slightly higher than the national average of -0.176, pointing to an incipient vulnerability. This suggests that while the institution generally selects appropriate publication venues, there are isolated instances that warrant review before they escalate. A consistent presence in discontinued journals, even if minor, can pose reputational risks by associating the institution's work with media that fail to meet international ethical or quality standards. This signal serves as a constructive alert to reinforce information literacy and due diligence among researchers to avoid channeling valuable resources into predatory or low-quality outlets.

Rate of Hyper-Authored Output

With a Z-score of -1.030, the institution exhibits a very low rate of hyper-authored publications, performing with significantly more rigor than the national standard (-0.149). This prudent profile is a strong indicator of healthy authorship practices. Outside of "Big Science" contexts where large author lists are normal, high rates can indicate author list inflation or honorary authorships that dilute individual accountability. The university's low score demonstrates a commitment to transparency and meaningful contribution in its collaborative work, effectively avoiding these risks and ensuring that authorship reflects genuine intellectual involvement.

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

The University of Dodoma shows a Z-score of -1.082, a very low-risk value that contrasts sharply with the national medium-risk average of 0.373. This result signifies a preventive isolation from a national trend, indicating that the institution does not replicate the risk dynamics observed in its environment. A low score here is a powerful sign of scientific maturity and sustainability. It demonstrates that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity and intellectual leadership. This confirms that its excellence metrics are the result of genuine internal capabilities, a cornerstone of long-term research viability.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is in the very low-risk category and is even more favorable than the already low national average of -1.231. This signifies a state of total operational silence regarding this risk, with an absence of problematic signals. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to coercive or honorary authorship. The university's clean record in this area indicates a healthy balance between productivity and quality, reinforcing the integrity of its scientific record and suggesting that authorship is assigned based on real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the university is in perfect alignment with the national average, which also stands at -0.268. This demonstrates integrity synchrony, where the institution's practices are in total harmony with a national environment of maximum scientific security on this front. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, bypassing independent external peer review. The university's very low rate shows a clear commitment to global standards, ensuring its research is validated through competitive, external channels, thereby maximizing its visibility and credibility.

Rate of Redundant Output

The university achieves a Z-score of -1.186, indicating a near-total absence of this risk and a stronger performance than the national average of -0.683. This operational silence suggests a robust institutional culture focused on substance over volume. High rates of bibliographic overlap often point to "salami slicing," where studies are fragmented into minimal units to inflate publication counts. The university's excellent score indicates that its researchers prioritize the publication of coherent, significant new knowledge, thereby contributing meaningfully to the scientific record and avoiding practices that overburden the peer-review system.

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