CMU employee charged over alleged misappropriation of student funds. 

Detected Manipulations & Suggested Changes

Unbalanced reporting / Selective use of sources

Presenting mainly one side’s perspective (institutions and investigators) while giving little or no space to the other side (the accused or defence), even if the tone remains neutral.

The article relies almost entirely on the FID statement and CMU leadership report: - "According to a statement from the Financial Investigations Division (FID) on Thursday, the charges stem from a report submitted by CMU’s leadership team, which prompted an extensive investigation that ultimately led to Panton’s arrest." - Detailed descriptions of alleged discrepancies, missing funds, and procedural issues are all attributed to investigators and institutional processes. - There is no mention of any response from Panton, his attorney, or any statement indicating whether he denies or contests the allegations. This creates an imbalance in perspectives: the institutional narrative is fully developed, while the accused’s side is absent, even though the article is about allegations that have not yet been tested in court.

3 suggestions

Add a sentence indicating whether attempts were made to contact the accused or his legal representative, for example: "Attempts to reach Panton or his attorney for comment were unsuccessful up to press time."

If available, include any statement from the accused or his lawyer, clearly attributed and quoted, such as: "Panton’s attorney, [Name], said his client maintains his innocence and looks forward to clearing his name in court."

Clarify that the investigative findings are allegations, not established facts, by adding framing such as: "Investigators allege that…" or "According to the FID’s preliminary findings…" before describing the discrepancies.

Appeal to authority

Relying on statements from authorities as primary validation of claims without additional corroboration or context, which can implicitly encourage readers to accept those claims as definitive.

The article’s factual narrative is almost entirely built on the FID’s account and CMU leadership’s report: - "According to a statement from the Financial Investigations Division (FID) on Thursday, the charges stem from a report submitted by CMU’s leadership team…" - Quotes from FID Principal Director Keith Darien about the importance of internal controls and the FID’s commitment to pursuing financial crimes. While this is standard for crime reporting, it still constitutes a strong reliance on institutional authority. The article does not reference independent audits, court documents, or other corroborating sources beyond the FID and CMU leadership.

3 suggestions

Explicitly frame institutional statements as one source of information, for example: "In its statement, the FID said…" and remind readers that the case is before the court and facts will be determined there.

Where possible, reference additional neutral documentation (e.g., court charge sheets, publicly available audit reports) to corroborate or contextualize the FID’s claims.

Add a brief reminder of the presumption of innocence, such as: "Panton has been charged but not convicted, and the allegations have not yet been tested in court."