Parents searching for how to recognise bias in reading comprehension, how to understand loaded language and framing, or English tuition in Punggol are usually dealing with a reader who understands facts but may not notice how presentation shapes interpretation.

Bias analysis should be precise. Not every opinion is biased, not every strong word is manipulative, and not every selection difference proves unfairness. The reader needs textual evidence: evaluative words, emphasis, omitted alternatives, source choice and the author’s stated or implied perspective.

This guide is the bias-loaded-language-framing owner inside the English Improvements In Punggol lane. It connects to Author’s Purpose and Perspective, Tone and Language Effect, Fact, Opinion, Claim and Evidence, and Author Assumptions.

The 50-Second Parent Answer

Underline evaluative words and ask whether each sentence is factual, judgemental or fact plus judgement. Then compare the wording with a neutral alternative. Bias analysis begins with evidence, not accusation.

Neutral Description

Neutral language describes without adding approval or disapproval. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The crowd gathered outside the hall. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: use a neutral rewrite as baseline Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Loaded Positive Language

Positive loaded language encourages favourable judgement. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The visionary plan transformed the neighbourhood. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify the evaluative adjective Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Loaded Negative Language

Negative loaded language encourages unfavourable judgement. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The reckless plan disrupted the neighbourhood. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: separate judgement from the event Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Connotation

Words with similar denotation can carry different associations. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Slim and skinny may describe similar size with different effects. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: explain the connotative difference Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Euphemism

A euphemism softens an unpleasant meaning. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Downsizing may replace job cuts. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: ask what a direct neutral phrase would be Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Dysphemism

Harsh wording can intensify judgement. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Calling a minor delay a fiasco increases negativity. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare intensity with evidence Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Framing

Framing foregrounds one aspect of an issue. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A policy can be framed as cost-saving or service-reducing. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify the chosen angle Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Emphasis

Placement and repetition can make one fact feel central. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Cost appears in title, opening and conclusion. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: explain why repeated emphasis matters Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Headline Framing

Headlines can shape expectations before details arrive. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: School Finally Acts versus School Changes Policy. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare wording Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Adjective Choice

Adjectives often carry evaluation. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Courageous decision versus risky decision. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify what judgement is added Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Verb Choice

Reporting verbs can imply stance. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Said, claimed, admitted and insisted are not identical. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: explain the implication Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Adverb Choice

Adverbs can minimise or intensify. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The team merely adjusted the plan. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: ask what merely suggests Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Noun Labels

Labels can compress judgement. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Reformer, troublemaker, outsider. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check what evidence supports the label Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Metaphorical Framing

Metaphors can shape how an issue is conceptualised. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A flood of applications suggests overwhelming quantity. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: separate figurative frame from literal facts Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Group Labels

Broad labels can hide variation. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Parents think… may overgeneralise. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check scope Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Generalisation

Sweeping language makes limited evidence sound universal. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Students are lazy is broader than some students missed deadlines. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify scope inflation Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Stereotype

Stereotypes assign simplified traits to a group. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: All teenagers dislike reading. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: reject unsupported group-wide claims Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Appeal to Emotion

Vivid stories can influence judgement beyond their evidential weight. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: One emotional case appears beside a policy claim. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: distinguish emotional impact from proof Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Fear Language

Threat words can amplify perceived risk. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Dangerous, alarming, crisis. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare strength with evidence Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Hope Language

Positive words can foreground opportunity. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Promising, breakthrough, transformative. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check whether claims are supported Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Urgency Language

Urgent wording pushes rapid action. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Act now before it is too late. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: ask whether a real deadline exists Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Certainty Language

Strong certainty markers can overstate evidence. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Clearly, undoubtedly, everyone knows. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check support Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Hedging

Cautious wording limits claim strength. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: May, appears, suggests, likely. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not equate caution with weakness Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Attribution

A claim attributed to a source is not automatically narrator fact. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: According to the organisers, attendance rose. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: preserve attribution Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Source Choice

Which voices appear can shape perspective. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Officials are quoted while users are absent. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: note imbalance without inventing motive Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Quotation Selection

One quotation may not represent a whole group. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: One angry comment appears as the main public response. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check representativeness Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Statistics Framing

Equivalent numbers can be presented differently. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: 90 percent success versus 10 percent failure. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: recognise framing without denying the data Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Absolute Numbers

Counts need population context. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: 100 cases may sound large without denominator. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: ask compared with what Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Percentage Change

Large percentages can come from small baselines. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A rise from one to two is 100 percent. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check starting value Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Time-Range Choice

Selected periods can alter trend appearance. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Peak year compared with low year exaggerates change. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: look for broader context Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Order Effects

Sequence can affect emphasis. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Benefits appear before limitations. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not treat order alone as proof of bias Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Omission

Relevant missing information can change interpretation. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A recommendation lists benefits but omits a major cost shown elsewhere. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify the missing dimension Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

False Balance

Equal space can mislead when evidence strength is unequal. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Two views receive equal treatment despite different support. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare evidential weight Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

One-Sided Persuasion

A text may intentionally argue one position. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A recommendation focuses on benefits. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: persuasion is not automatically deception Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Perspective

Different roles create different viewpoints. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A teacher and student emphasise different effects of one rule. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not label every perspective biased Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Opinion

An explicit judgement can be legitimate. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: I believe the later session is better. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: separate opinion from hidden framing Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Fact Plus Judgement

A factual statement can carry evaluation. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The event cost $10,000 is factual; calling it wasteful adds judgement. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: separate layers Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Claim

Claims may mix factual and evaluative content. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The plan is the most practical option. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: ask what criteria support it Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Loaded Question

A question can contain an assumption. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Why did the school waste money on this? assumes waste. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: identify the embedded premise Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Presupposition

Wording may treat a contested idea as already accepted. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: When did the plan fail? presupposes failure. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check whether failure was established Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Rhetorical Question

A question may guide attitude rather than seek information. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Who could possibly oppose this? Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: explain persuasive effect Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Contrastive Framing

Options may be described asymmetrically. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: One gets benefits; the other gets risks. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare using shared criteria Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Bias Versus Error

An inaccurate fact is not automatically bias. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A wrong date can simply be an error. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: name the right problem Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Bias Versus Persuasion

Persuasion has a goal; bias concerns skewed presentation or judgement. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A recommendation can acknowledge trade-offs. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not collapse the concepts Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Bias Versus Point of View

Perspective is inevitable; bias is a stronger evaluative or selective pattern. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A first-person narrator naturally has limited access. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: look for systematic framing Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Bias Versus Tone

Critical tone may be evidence-based. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: A negative tone is not automatically bias. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: separate attitude from unfairness Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Bias Versus Loaded Language

One loaded word is evidence of framing, not necessarily whole-text bias. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Context and pattern matter. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: avoid overclaiming Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Primary 5

Begin with neutral versus loaded word pairs. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Confident versus arrogant. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: keep analysis concrete Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Primary 6 and PSLE

Use short passages with clear evaluative wording. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Identify word, neutral alternative and effect. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not require media-theory terminology Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Secondary 1

Add source and quotation selection. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Who is quoted and who is absent? Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: support with text Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Secondary 2

Add statistics framing and generalisation. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Percentages, counts and group labels. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: check denominator and scope Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Secondary 3

Analyse assumptions and presuppositions. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: What does the wording take for granted? Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: avoid motive speculation Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Secondary 4 and SEC Readiness

Evaluate framing, evidence balance and language effect quickly. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Claim, wording, omission, effect. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: stay text-grounded Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Neutral Rewrite Test

Rewrite loaded wording more neutrally. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Reckless decision → decision involving significant risk. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare reader effect Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Opposite-Frame Test

Describe the same fact from another plausible angle. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: 90 percent success ↔ 10 percent failure. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: recognise framing Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Evidence-Balance Test

List support for each side. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Is one side better supported or merely longer? Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not count paragraphs only Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Scope Test

Check quantity and group words. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Some, many, all, usually. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: catch overgeneralisation Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Source Test

Ask whose voice is present and absent. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Officials quoted, users absent. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not infer intention automatically Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Reporting-Verb Test

Underline claimed, admitted, insisted, acknowledged. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Each can signal stance. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: compare with said Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Why-This-Word Test

Ask what changes with a neutral synonym. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: If judgement shifts, the word has framing force. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: explain precisely Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Three-Student Tutorial

Student A finds loaded wording, Student B rewrites neutrally, Student C explains effect and evidence balance. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Rotate roles. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not simply label bias Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Ninety-Minute Lesson

Ten minutes neutral/loaded; fifteen connotation; fifteen framing; fifteen statistics/source choice; ten presupposition; ten questions; ten rewrite; five transfer. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Move from words to whole-text framing. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: avoid accusation-based discussion Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Weekly Practice

Monday word pairs; Tuesday headlines; Wednesday source selection; Thursday statistics; Friday whole passage; weekend unfamiliar text. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Vary genres. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not practise only advertisements Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Parent Practice

Ask which exact word or selection shapes the reader’s view and what a neutral version would be. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Then ask whether evidence supports the stronger wording. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not ask only Is this biased? Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Progress Metrics

Track unsupported bias labels, loaded-word detection, neutral rewrites, scope control and evidence balance. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Improvement means more specific, evidence-based analysis. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not reward certainty alone Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Mastery

A student has framing control when unfamiliar texts can be analysed for wording, selection, emphasis and omission without confusing opinion, perspective and bias. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: The learner explains effect with evidence. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: do not treat neutrality as absence of viewpoint Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

Final Principle

Bias analysis should be evidential, not accusatory. Bias and framing involve how information is selected, emphasised, described or omitted in ways that can shape judgement. Example: Find the wording or framing choice, compare it with a neutral alternative, and explain how it may shape interpretation. Strong analysis points to specific wording or selection choices rather than labelling the whole text biased automatically.

Repair principle: Name the mechanism first Identify the exact word or framing choice, compare it with a more neutral alternative, and explain the likely effect on interpretation. Do not infer bad faith or hidden motive unless the text provides evidence.

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Continue with Author’s Purpose and Perspective, Tone and Language Effect, Fact, Opinion, Claim and Evidence, and Author Assumptions.