Marks or mayhem? Behind CBSE’s on-screen marking controversy. 

Detected Manipulations & Suggested Changes

Sensationalism

Using dramatic or emotionally charged framing to make an issue appear more extreme or explosive than the evidence strictly supports.

1) Title: "Marks or mayhem? Behind CBSE’s on-screen marking controversy" – the word "mayhem" suggests chaos and severe disorder, which is more dramatic than the specific problems described. 2) Lead sentence: "it went on to become one of the most damaging controversies in the board's recent history." This is a strong, sweeping characterization without comparative data or examples of other controversies for context.

3 suggestions

Change the title to a more neutral formulation, e.g., "Marks and missteps? Behind CBSE’s on-screen marking controversy" or simply "Inside CBSE’s on-screen marking controversy".

Qualify or support the phrase "one of the most damaging controversies" with evidence or comparison, e.g., "has sparked one of the most widely discussed controversies in recent years, according to X, Y" or provide data on complaints, court cases, or policy reversals.

Avoid hyperbolic terms like "mayhem" unless there is clear evidence of systemic breakdown at that scale; replace with "problems", "glitches", or "controversy".

Biased language

Subtle word choices that carry value judgments and nudge readers toward a particular interpretation.

1) "it went on to become one of the most damaging controversies in the board's recent history" – "most damaging" is evaluative and not clearly attributed. 2) "The culprit? The digital evaluation technology called On-Screen Marking" – calling OSM "the culprit" presupposes it is the primary cause of all problems, before fully examining other factors (implementation, training, infrastructure). 3) "What was worse was when the CBSE Class 12 results slumped at the national level this year" – "what was worse" is an editorial judgment; "slumped" is also somewhat loaded without data. 4) "the timing prompted widespread questions" – "widespread" is vague and suggests broad concern without specifying scope or sources.

4 suggestions

Attribute evaluative phrases explicitly, e.g., "has been described by some teachers and parents as one of the most damaging controversies" instead of stating it as fact.

Replace "The culprit?" with a more neutral transition such as "A key focus of criticism has been the digital evaluation technology called On-Screen Marking".

Change "What was worse was when the CBSE Class 12 results slumped" to a neutral description: "Separately, CBSE Class 12 results declined at the national level this year" and provide comparative statistics if available.

Specify the scope of concern: instead of "prompted widespread questions", use "prompted questions from some parents and teachers" or cite particular groups or surveys.

Unbalanced reporting

Presenting one side’s concerns and evidence in more detail or with more emphasis than the other side’s, without clearly indicating that the picture may be incomplete.

The article devotes substantial space to: - Complaints of low marks, blurred scans, partial evaluation, portal crashes. - Media reports of JEE qualifiers failing boards and unchecked answers. - Contract timing, prior glitches, and surprise among principals. - Teachers’ show-cause notices and GSTA’s response. - A cybersecurity researcher’s allegations and a PTI report of a malicious attack. By contrast, CBSE’s and the Ministry’s side is limited to: - A brief statement that the board "has maintained that it makes the process more transparent, efficient, and error-free" (without quoting or detailing their reasoning or data). - A short mention that "The Ministry of Education has since revised the re-evaluation fee structure. CBSE has said students can apply for scanned copies of their answer sheets and seek re-evaluation." There is no detailed CBSE response to specific allegations (e.g., on blurred scans, unchecked answers, contract timing, or security vulnerabilities), nor any comment from the vendor.

4 suggestions

Include direct quotes or detailed statements from CBSE responding to key criticisms: on scan quality, training, error rates, and the rationale for the rollout timeline.

Seek and present comment from Coempt Edu Teck (the vendor) on the reported glitches and security allegations, or explicitly state that they declined to comment.

Provide any available data from CBSE on the proportion of answer sheets affected by errors or complaints relative to total scripts evaluated, to contextualize the scale of the problem.

Clarify where responses were not available: e.g., "CBSE did not respond to specific questions about X by press time" so readers understand the asymmetry may be due to access, not editorial choice.

Cherry-picking data / examples

Highlighting particular cases that support a narrative without indicating how representative they are.

1) "There were cases of unexpectedly low marks in Physics, Chemistry, and Mathematics; blurred scans... multi-page answers evaluated only partially..." – these are specific types of complaints, but the article does not indicate how many such cases occurred relative to the total number of students. 2) "Multiple media reports found that some students who had cleared JEE Mains failed their board exams" – this is striking but anecdotal; no numbers or base rates are given. 3) "about 50 students gaining unauthorised access" is mentioned without context of how many total users or transactions occurred, which affects perceived severity.

3 suggestions

Add approximate figures or ranges where available: e.g., "According to X, Y complaints were filed out of Z lakh students" or clearly state that only anecdotal evidence is available.

Clarify that JEE-qualifier failures are illustrative cases, not necessarily statistically representative: e.g., "Media reports highlighted a handful of cases where..."

For the 50 students with unauthorised access, note the total number of students using the portal or total payment attempts, if known, or explicitly state that such data was not available.

Omission of key information / context

Leaving out relevant background or countervailing information that would help readers fully assess the situation.

1) The article notes that OSM "was piloted for Class 9 internal assessments during Covid, but was dropped after glitches" without explaining what specific glitches occurred, whether they were similar to current issues, or whether any improvements were made since. 2) It mentions that Coempt Edu Teck beat TCS as the lowest bidder 66 days before rollout, implying a rushed process, but does not provide CBSE’s explanation for the timeline or any legal/procedural context for such procurements. 3) The cybersecurity researcher’s allegations are reported, but there is no mention of CBSE’s or CERT-In’s response, if any, to his report, beyond the PTI note about a "malicious attack" and 50 students gaining access. 4) The national "slump" in results is mentioned, but no comparative statistics (previous year pass percentages, subject-wise trends, or other possible contributing factors) are provided.

4 suggestions

Include any available official or expert explanation of the procurement and rollout timeline, or state that CBSE did not provide one.

Provide more detail on the earlier Class 9 pilot: what issues were documented, what evaluations were done, and whether recommendations were implemented.

Seek and include responses from CBSE or CERT-In regarding the reported vulnerabilities and the researcher’s disclosure; if unavailable, explicitly note that no response was received.

Add basic comparative data on pass percentages or subject-wise performance over recent years to contextualize the "slump" in results.

Appeal to emotion (mild)

Using phrasing that subtly evokes sympathy or concern without adding factual content.

1) "But for many families, is the damage already done?" – this rhetorical question is designed to evoke concern and a sense of irreversible harm, without specifying what kinds of damage (academic, psychological, financial) or how many families are affected. 2) The narrative structure builds from individual complaints to security breaches and then ends on this emotional note, which can leave readers with a strong negative impression not fully quantified by the evidence presented.

3 suggestions

Replace the rhetorical question with a factual summary: e.g., "For some families, the delays and uncertainty have already affected college admission plans and caused distress, they say."

If discussing "damage", specify and, where possible, quantify it (e.g., number of students missing admission deadlines, number of formal appeals) rather than leaving it as a vague emotional claim.

Balance the closing by also noting any ongoing remedial measures or review processes, alongside the concerns.

Unsubstantiated / vague quantifiers

Using imprecise terms like "many", "widespread", or "multiple" without clear numerical or sourced backing.

1) "Within days of the results, complaints flooded in." – "flooded" is metaphorical and suggests a very large volume, but no numbers or sources are given. 2) "many teachers in Delhi were issued show-cause notices" – "many" is vague; no approximate count or official figure is cited. 3) "prompted widespread questions" – "widespread" is not defined or sourced. 4) "Multiple media reports found that some students..." – "multiple" and "some" are both vague; no specific outlets or counts are named here, though one outlet (Hindustan Times) is named elsewhere.

3 suggestions

Where possible, replace vague terms with approximate numbers or ranges, e.g., "over 200 complaints", "dozens of teachers", or "at least three major media outlets".

If precise numbers are unavailable, explicitly state that: e.g., "CBSE has not disclosed the total number of complaints, but teachers’ associations say they have received X cases."

Attribute generalizations to specific sources: e.g., "According to teacher unions, many teachers in Delhi..." instead of stating it as an unqualified fact.

Framing effect

Structuring information in a way that nudges readers toward a particular interpretation, even if individual facts are accurate.

The article’s structure moves from: (1) a dramatic framing of OSM as "the culprit" in a major controversy, to (2) a list of operational failures, (3) contract and rollout timing that appears suspicious, (4) prior failed pilots, (5) apparently coordinated principal endorsements, (6) punitive measures against teachers, and (7) security vulnerabilities and malicious attacks, ending with a rhetorical question about irreversible damage. CBSE’s stated benefits and remedial steps are mentioned briefly and do not receive similar narrative weight. This framing cumulatively steers readers toward viewing OSM and CBSE’s actions as broadly incompetent or harmful, even though some countervailing facts (e.g., any successful aspects of OSM, CBSE’s detailed justifications) are not explored.

3 suggestions

Interleave CBSE’s explanations and remedial measures alongside each cluster of criticisms (e.g., after describing scan issues, immediately present CBSE’s response or data on error correction).

Open with a more neutral description of the rollout and its intended benefits before moving into the controversy, rather than immediately labeling OSM as "the culprit".

Conclude with a balanced summary that acknowledges both the seriousness of the reported issues and the steps being taken to address them, rather than ending solely on a question about irreversible damage.