Use inclusive, unbiased language. Avoid stereotypes and biased terminology.
~9 min read
Bias in writing occurs when language reflects or reinforces unfair assumptions about people based on characteristics such as gender, race, ethnicity, age, disability, sexual orientation, religion, or socioeconomic status. Biased language can be overt and intentional, but far more often it is subtle and unconscious — embedded in phrases, word choices, and framing patterns that writers have absorbed from their cultural environment without ever questioning them.
Learning to recognize bias in writing is not about policing language or following arbitrary rules. It is about precision. Biased language is imprecise language. It substitutes stereotypes for specifics, assumptions for evidence, and generalizations for accurate descriptions. A writer who eliminates bias produces writing that is not only more respectful but also more credible, more persuasive, and more accurate.
Bias is a tendency to favor or disfavor a person, group, or idea, often based on preconceived notions rather than evidence. In writing, bias manifests through word choices, sentence constructions, examples, and framing that present certain groups as default, superior, inferior, or invisible.
Bias does not require malicious intent. A writer can produce biased text while genuinely believing they are being fair. This is why understanding the mechanics of bias matters — you cannot correct what you cannot see.
Conscious bias (also called explicit bias) is deliberate. The writer knowingly uses language to demean, exclude, or stereotype a group. Examples include slurs, openly discriminatory statements, and intentional mischaracterizations. Conscious bias is relatively easy to identify and is universally recognized as unacceptable in professional and academic writing.
Unconscious bias (also called implicit bias) is far more common and far harder to detect. It operates below the level of awareness and emerges from cultural patterns, media exposure, and social conditioning. Unconscious bias in writing includes:
Because unconscious bias feels natural to the writer, it requires deliberate effort and specific strategies to identify and correct.
Gender bias occurs when language treats one gender as the default or assigns roles, traits, or value based on gender rather than individual characteristics.
Common forms of gender bias:
Generic masculine pronouns: Using "he," "him," or "his" to refer to people in general. This was once considered standard in English, but research consistently shows that readers picture male individuals when they encounter generic masculine pronouns, effectively rendering women invisible.
Biased: Every student should submit his assignment by Friday. Unbiased: Every student should submit their assignment by Friday.
Gendered job titles: Using terms like "fireman," "policeman," "stewardess," "chairman," or "mankind" when gender-neutral alternatives exist.
Biased: The firemen arrived at the scene within minutes. Unbiased: The firefighters arrived at the scene within minutes.
Asymmetrical descriptions: Describing women and men differently in comparable situations — for instance, noting a female professional's appearance or family status when this information would not be included for a male counterpart.
Biased: Dr. Smith, a mother of three, presented her research on neural networks. Unbiased: Dr. Smith presented her research on neural networks.
Gendered assumptions about roles: Writing that assumes nurses are female, engineers are male, or caregivers are mothers rather than parents.
Biased: A nurse should always listen to her patients carefully. Unbiased: A nurse should always listen to patients carefully.
Racial and ethnic bias occurs when language reinforces stereotypes, treats one racial or ethnic group as the norm, or uses terminology that is outdated, offensive, or reductive.
Common forms of racial and ethnic bias:
Unnecessary racial identification: Mentioning someone's race or ethnicity when it is irrelevant to the context. If you would not mention that someone is white in a given sentence, consider whether mentioning another racial identity is necessary.
Biased: The African American doctor developed a new surgical technique. Unbiased: Dr. Williams developed a new surgical technique.
Treating whiteness as default: Writing that identifies non-white individuals by race but leaves white individuals racially unmarked implies that whiteness is the norm and all other racial identities are deviations.
Stereotypical associations: Linking ethnic groups with specific traits, behaviors, foods, or cultural practices as though those associations define the group.
Biased: As an Asian student, she naturally excelled in mathematics. Unbiased: She excelled in mathematics throughout her academic career.
Outdated terminology: Using terms that were once common but are now recognized as offensive or reductive. Preferred terminology changes over time, and writers should use the terms that communities use to describe themselves.
Cultural bias occurs when writing assumes that the norms, values, practices, or perspectives of one culture are universal or superior to those of other cultures.
Common forms of cultural bias:
Ethnocentrism: Judging other cultures by the standards of your own culture. Writing that describes non-Western practices as "strange," "exotic," or "primitive" reflects ethnocentric bias.
Biased: In some cultures, people have the unusual practice of eating with their hands. Unbiased: In many cultures, eating with one's hands is the customary practice.
Western-centric framing: Treating Western history, science, philosophy, or governance as the default frame of reference. For example, referring to Western classical music as simply "classical music" while labeling music from other traditions by their region.
Assumptions about values: Assuming that all readers share the same cultural values regarding family structure, education, gender roles, religion, or social organization.
Linguistic bias: Treating non-standard English dialects or non-English languages as inferior. Phrases like "broken English" or describing someone as "surprisingly articulate" carry implicit judgments about expected language ability based on cultural background.
Age bias occurs when language stereotypes, patronizes, or marginalizes people based on their age — whether young or old.
Common forms of age bias:
Patronizing language about older adults: Terms like "elderly," "senior citizens," "the aged," or describing older adults as "spry," "sharp for their age," or "still active" imply that competence and vitality are surprising in older people.
Biased: The elderly woman was surprisingly tech-savvy. Unbiased: The woman demonstrated strong technical skills.
Negative stereotypes about younger people: Describing young adults as "entitled," "lazy," or "glued to their phones" reduces individuals to generational stereotypes.
Biased: Millennials are too entitled to understand the value of hard work. Unbiased: Work expectations vary across generations, reflecting different economic conditions and cultural contexts.
Irrelevant age references: Mentioning someone's age when it is not relevant to the discussion.
Biased: The 62-year-old CEO announced the company's expansion plans. Unbiased: The CEO announced the company's expansion plans.
Disability bias occurs when language defines people by their disabilities, frames disability as inherently negative, or uses disability-related terms as metaphors or insults.
Common forms of disability bias:
Defining people by their condition: Language like "the disabled," "an autistic," "a diabetic," or "wheelchair-bound" reduces a person to a single characteristic.
Biased: The disabled students were accommodated in a separate classroom. Unbiased: Students with disabilities were provided with accessible classroom options.
Pity-based framing: Phrases like "suffers from," "afflicted with," "victim of," or "confined to a wheelchair" frame disability as a tragedy. Many people with disabilities do not experience their condition this way.
Biased: She suffers from cerebral palsy but manages to live a full life. Unbiased: She has cerebral palsy and leads an active professional and personal life.
Inspiration narratives: Describing someone with a disability as "brave" or "inspirational" simply for living their daily life implies that disability is so terrible that ordinary activities become heroic. This framing, sometimes called "inspiration porn," objectifies people with disabilities.
Disability as metaphor: Using terms like "blind to the facts," "tone-deaf response," "lame excuse," or "crippling debt" borrows disability terminology to describe negative qualities, reinforcing the association between disability and deficiency.
Socioeconomic bias occurs when language stereotypes, stigmatizes, or makes assumptions about people based on their economic status, education level, or social class.
Common forms of socioeconomic bias:
Deficit framing: Describing lower-income communities primarily in terms of what they lack rather than what they have or contribute.
Biased: Children from disadvantaged backgrounds struggle to succeed academically. Unbiased: Academic achievement is influenced by a range of factors, including access to educational resources.
Stigmatizing terminology: Terms like "the poor," "welfare mothers," "uneducated," or "lower class" reduce people to their economic circumstances and carry pejorative connotations.
Assumptions about correlation: Writing that implies poverty is caused by individual character flaws rather than systemic factors reflects socioeconomic bias.
Biased language is imprecise. When you write "the fireman," you are inaccurately implying that firefighters are exclusively male. When you write "Asian students excel at math," you are replacing individual variation with a group stereotype. Eliminating bias makes your writing more factually accurate.
Readers — especially educated, diverse, or international audiences — will notice biased language and question your credibility. Academic journals, professional publications, and reputable media outlets all have guidelines against biased writing. If your writing contains bias, it signals to readers that your analysis may also be flawed.
Biased language alienates portions of your audience. If your writing consistently uses "he" for generic references, female readers may feel excluded. If your examples only feature people from one cultural background, readers from other backgrounds may disengage. Inclusive language invites a wider audience to engage with your ideas.
Language shapes perception. Research in psychology and linguistics consistently demonstrates that the words we use influence how we think about the world. Writers who use biased language — even unconsciously — contribute to the normalization of stereotypes and prejudice. Writers who choose inclusive language contribute to a more equitable discourse.
| Type of Bias | What It Involves | Key Signal |
|---|---|---|
| Gender bias | Treating one gender as default; gendered assumptions | Generic "he," gendered job titles |
| Racial/ethnic bias | Stereotypes, unnecessary racial ID, outdated terms | Race mentioned only for minorities |
| Cultural bias | Ethnocentrism, Western-centric framing | "Exotic," "primitive," "normal" for Western |
| Age bias | Stereotypes about young or old; patronizing language | "Elderly," "surprisingly" + positive trait |
| Disability bias | Defining people by condition; pity framing | "Suffers from," "wheelchair-bound" |
| Socioeconomic bias | Stigmatizing terminology; deficit framing | "Disadvantaged," "the poor," "uneducated" |
~9 min read
Recognizing bias is the first step. This section provides concrete, actionable strategies for replacing biased language with inclusive alternatives. These are not about memorizing a list of forbidden words — they are about developing habits of thought that produce more precise, respectful, and effective writing.
Person-first language puts the person before the condition, characteristic, or circumstance. It emphasizes that a person is not defined by a single trait.
Instead of defining someone by a characteristic, describe them as a person who has or experiences that characteristic:
| Identity-First (Can Be Reductive) | Person-First (Emphasizes Personhood) |
|---|---|
| the disabled | people with disabilities |
| a diabetic | a person with diabetes |
| the homeless | people experiencing homelessness |
| an epileptic | a person with epilepsy |
| the mentally ill | people with mental health conditions |
| the poor | people with low incomes |
| an amputee | a person with a limb difference |
| the blind | people who are blind / people with visual impairments |
| the deaf | people who are deaf / people with hearing impairments |
| an addict | a person with a substance use disorder |
| a schizophrenic | a person with schizophrenia |
| the elderly | older adults |
An important nuance: some communities prefer identity-first language because they view their characteristic as a core part of their identity rather than an add-on. Notable examples:
The best practice is to use the language preferred by the individual or community you are writing about. When you are unsure, person-first language is the safer default, but be prepared to adjust based on context and preference.
Biased: The autistics in the study showed different social patterns than normal participants.
Better (person-first): Participants with autism showed different social patterns than neurotypical participants.
Better (identity-first, per community preference): Autistic participants showed different social patterns than neurotypical participants.
Note two corrections in the revised versions: "the autistics" becomes either person-first or identity-first phrasing, and "normal" becomes "neurotypical" — because labeling non-autistic people as "normal" implies that autistic people are abnormal.
Gender-neutral language avoids assumptions about gender and includes all people regardless of gender identity.
The most common challenge is replacing the generic "he" that was historically used to refer to any person. Several solutions exist:
Option 1: Singular "they"
Singular "they" has been used in English for centuries (it appears in the works of Shakespeare, Austen, and Chaucer) and is now endorsed by every major style guide, including the APA, Chicago Manual of Style, and Associated Press.
Each student should bring their textbook to class. If a customer has a complaint, they should contact the service desk. The applicant must submit their portfolio by March 15.
Option 2: Rewrite in the plural
Students should bring their textbooks to class. Customers with complaints should contact the service desk. Applicants must submit their portfolios by March 15.
Option 3: Rewrite to eliminate the pronoun
Each student should bring a textbook to class. The complaint process begins at the service desk. Portfolio submissions are due by March 15.
Option 4: Use "he or she" (sparingly)
Each student should bring his or her textbook to class.
This option works occasionally but becomes awkward with repetition. It also reinforces a binary view of gender. Singular "they" is preferred in most modern style guides.
| Gendered Term | Gender-Neutral Alternative |
|---|---|
| fireman | firefighter |
| policeman | police officer |
| stewardess / steward | flight attendant |
| chairman | chairperson, chair |
| businessman | businessperson, executive, entrepreneur |
| mailman | mail carrier, postal worker |
| mankind | humankind, humanity, people |
| manpower | workforce, labor, personnel |
| man-made | manufactured, synthetic, artificial |
| salesman | salesperson, sales representative |
| spokesman | spokesperson |
| foreman | supervisor |
| waitress / waiter | server |
| cameraman | camera operator |
| congressman | member of Congress, representative |
| freshman | first-year student |
| layman | layperson, nonspecialist |
| middleman | intermediary, go-between |
When referring to individuals:
Stereotypes are oversimplified, fixed ideas about a group of people. Even "positive" stereotypes (such as "Asians are good at math" or "women are naturally nurturing") are harmful because they reduce individuals to group characteristics and create expectations that individuals may not meet.
Occupational stereotypes:
Biased: The doctor... he / The nurse... she Unbiased: The doctor... they / The nurse... they
Behavioral stereotypes:
Biased: Women tend to be more emotional in their decision-making. Unbiased: Decision-making styles vary among individuals regardless of gender.
Cultural stereotypes:
Biased: Japanese employees are hardworking and rarely complain. Unbiased: Workplace culture in Japan emphasizes collective effort and harmony.
Age-related stereotypes:
Biased: Young people today have no attention span because of social media. Unbiased: Research suggests that digital media consumption patterns may influence attention and focus across age groups.
When you catch yourself making a statement about a group, apply the specificity test:
Culturally sensitive language respects the diversity of your audience and avoids centering one cultural perspective as the default.
Use specific names rather than broad categories:
Avoid exoticizing language:
Words like "exotic," "mystical," "primitive," "tribal," "oriental," and "third world" carry colonial connotations and frame non-Western cultures as Other.
| Biased Term | Preferred Alternative |
|---|---|
| exotic | distinctive, unique, unfamiliar |
| primitive | traditional, indigenous, early |
| tribal | community-based, ethnic, indigenous |
| oriental | Asian, East Asian (for people); do not use "oriental" for people |
| third world | developing nations, low-income countries, Global South |
| civilized / uncivilized | (avoid entirely; these terms reflect colonial judgments) |
| the Dark Continent | Africa |
| discovered (for indigenous lands) | colonized, arrived at, encountered |
Respect naming conventions:
Different cultures have different naming conventions (family name first vs. last, patronymics, single names, etc.). Do not impose Western naming structures on non-Western names.
Acknowledge cultural context:
When discussing practices from other cultures, provide context rather than judgment. A practice that seems unusual from one cultural perspective may be deeply meaningful and functional within its own context.
Many instances of bias result from using broad labels when specific descriptions would be more accurate.
Labels reduce complex individuals to a single category. They also tend to be static, implying that the labeled characteristic is permanent and all-encompassing.
| Broad Label | More Precise Description |
|---|---|
| the poor | families earning below the median income |
| dropouts | students who left school before completing their degree |
| illegals | undocumented immigrants |
| the mentally ill | individuals living with depression |
| minorities | specific groups (e.g., Black Americans, Indigenous communities) |
| the aged | adults over 65 / older adults |
| victims | people who have experienced [specific event] |
| normal | typical, average, nondisabled, neurotypical |
| foreigners | international residents, immigrants, people from [country] |
Calling one group "normal" automatically makes every other group "abnormal." In academic and professional writing, avoid using "normal" to describe a reference group. Instead, use specific terms:
When discussing multiple groups, treat them with equal linguistic weight and structure. Asymmetry in language signals asymmetry in value.
| Non-Parallel (Biased) | Parallel (Unbiased) |
|---|---|
| men and girls | men and women |
| doctors and female doctors | male doctors and female doctors |
| the French team and the African team | the French team and the Nigerian team |
| Mr. Chen and Jennifer | Mr. Chen and Ms. Rodriguez |
| the researcher and his wife, a nurse | the researcher and his wife, also a medical professional |
When you describe a man by his professional title but a woman by her relationship to a man, or when you name one group specifically but lump another group into a broad category, you are creating a hierarchy through language.
Language evolves, and terms that were once acceptable may become outdated or offensive. Writers have a responsibility to stay reasonably current with preferred terminology.
| Strategy | Core Action |
|---|---|
| Person-first language | Put the person before the condition |
| Gender-neutral language | Use "they," neutral titles, inclusive terms |
| Avoid stereotypes | Apply the specificity test; describe individuals, not groups |
| Culturally sensitive language | Avoid exoticizing; use specific names |
| Precise language over labels | Replace broad labels with accurate descriptions |
| Parallel construction | Treat all groups with equal linguistic weight |
| Stay current | Follow updated style guides and community preferences |
~8 min read
This section presents realistic writing samples that contain various forms of bias, followed by detailed analysis and corrected versions. Studying these before-and-after examples will sharpen your ability to spot bias in your own writing and in texts you encounter.
Before:
The modern businessman faces unprecedented challenges in the global marketplace. He must navigate complex international regulations, manage diverse teams, and adapt to rapidly changing technology. If a businessman wants to succeed, he needs to develop strong leadership skills and an ability to think on his feet. The successful businessman of today is one who can balance the demands of his career with his personal responsibilities.
Bias identified:
After:
Today's business professionals face unprecedented challenges in the global marketplace. They must navigate complex international regulations, manage diverse teams, and adapt to rapidly changing technology. To succeed, professionals need to develop strong leadership skills and an ability to respond quickly to changing circumstances. Successful business leaders balance the demands of their careers with their personal responsibilities.
Changes made:
Before:
The new hospital wing was designed by an architect from Japan. The talented Asian woman, who holds degrees from two prestigious universities, brought an exotic aesthetic to the project that blended Eastern and Western design philosophies. Unlike typical American architects, she incorporated unusual spatial concepts drawn from her cultural background.
Bias identified:
After:
The new hospital wing was designed by architect Yuki Tanaka, whose work integrates minimalist spatial design with contemporary Western architectural elements. Tanaka, who holds degrees from two prestigious universities, drew on principles of open space and natural light flow that characterize her design philosophy. The result is a building that feels both serene and functional.
Changes made:
Before:
At 67, Margaret is still going strong. Despite her age, she remains surprisingly active in the company's innovation department, where she has managed to keep up with younger colleagues who are more naturally inclined toward technology. It is inspiring to see an elderly woman thriving in what is typically a young person's field. Margaret proves that you are never too old to learn new tricks.
Bias identified:
After:
Margaret has worked in the company's innovation department for 12 years, contributing to several award-winning projects. Her expertise in user experience design and data visualization makes her a valued member of the team. She regularly leads workshops on design thinking and mentors newer team members across the department.
Changes made:
Before:
We are pleased to announce that James Rivera, who is wheelchair-bound due to a tragic accident, has been promoted to Senior Vice President. Despite being confined to a wheelchair, James has overcome his handicap and achieved remarkable success. He is an inspiration to all of us and proves that even disabled people can reach the highest levels of corporate leadership. James suffers from paraplegia but has never let his disability hold him back.
Bias identified:
After:
We are pleased to announce that James Rivera has been promoted to Senior Vice President. During his 15 years with the company, James has led the successful restructuring of three major divisions and increased departmental revenue by 40%. His strategic vision and leadership skills have consistently contributed to the company's growth.
Changes made:
Before:
The rising dropout rate among students from broken homes and disadvantaged backgrounds is a major concern for our school district. These underprivileged children often lack the motivation and work ethic needed to succeed in school. Their uneducated parents are unable to provide the kind of support that normal families offer. To address this problem, we propose a program that will teach lower-class students basic life skills and help them overcome the limitations of their upbringing.
Bias identified:
After:
The school district has observed a rising rate of students leaving school before graduation, particularly among students from lower-income households. Research indicates that academic retention is strongly correlated with access to resources such as tutoring, mentoring, and stable housing. Many families in our district face economic pressures that limit the time and resources available for educational support. We propose a program that provides comprehensive academic support — including tutoring, mentoring, and family engagement services — to students who would benefit most from these resources.
Changes made:
Before:
Visiting the villages of rural India is like stepping back in time. The primitive living conditions are a stark contrast to the modern world, but the natives have a simple, exotic charm that Western tourists find irresistible. Despite their poverty, these people seem genuinely happy — perhaps because they are unburdened by the complications of civilized life. Travelers will enjoy watching the locals perform their ancient rituals and sample their curious cuisine.
Bias identified:
After:
Rural Indian villages offer travelers a chance to experience daily life rooted in centuries-old traditions. Agriculture, handicrafts, and community gatherings remain central to village life, reflecting a cultural continuity that many visitors find meaningful. Local cuisine features regional ingredients and cooking techniques passed down through generations, and many villages welcome visitors to participate in community meals and cultural events. Travelers are encouraged to approach these experiences with respect and curiosity, recognizing that village life operates on its own terms and values.
Changes made:
Before:
In the corporate world, a chairman must be a strong leader who commands respect from his employees. He should be assertive, decisive, and tough — qualities that don't come naturally to the fairer sex. While girls in the workplace have made great strides, the reality is that men are simply better suited to high-pressure leadership roles. This is not to say that women can't contribute — they make excellent secretaries, nurses, and teachers, where their natural nurturing instincts serve them well. Even elderly workers and the handicapped can find roles that suit their limited capabilities.
Bias identified:
After:
Effective organizational leadership requires a combination of strategic thinking, clear communication, and the ability to build trust across teams. These skills are developed through experience, education, and deliberate practice, and they are not confined to any demographic group. Research consistently demonstrates that diverse leadership teams — encompassing a range of genders, ages, backgrounds, and experiences — outperform homogeneous teams in innovation and decision-making. Organizations that recognize and cultivate talent regardless of demographic characteristics position themselves for long-term success.
Changes made:
Before:
The study surveyed 200 participants from diverse backgrounds. Dr. Sarah Chen, an attractive researcher from Stanford, led the investigation. Her male counterpart, Dr. Robert Williams from Harvard, handled the statistical analysis. The findings showed that female participants were more emotional in their responses, while male participants were more logical. Interestingly, older participants struggled with the technology-based portions of the survey, though they managed better than expected.
Bias identified:
After:
The study surveyed 200 participants from diverse backgrounds. Dr. Sarah Chen of Stanford led the investigation, while Dr. Robert Williams of Harvard conducted the statistical analysis. The findings showed that response patterns differed across demographic groups: some participants provided more affect-laden responses, while others favored analytical framing. Completion rates for the technology-based portions of the survey were consistent across age groups, though the interface design may have influenced response times.
Changes made:
After reviewing these eight revisions, several patterns emerge:
| Pattern | What to Do |
|---|---|
| Mentioning demographic traits when irrelevant | Remove them; focus on actions and qualifications |
| Using labels instead of descriptions | Replace labels with specific, accurate descriptions |
| Expressing surprise at competence | Delete "surprisingly," "despite," "even," "managed to" |
| Framing one group as the norm | Treat all groups with equal specificity and weight |
| Attributing traits to demographics | Attribute traits to individuals, research, or context |
| Deficit framing | Reframe around resources, systems, and opportunities |
| Pity or inspiration narratives | Focus on achievements and expertise |
| Using outdated terminology | Update to current preferred terms |
The revision process for biased writing follows a consistent pattern:
~7 min read
This section serves as a quick-reference guide for bias-free writing. Bookmark it and return whenever you need to check a term, find an inclusive alternative, or review your writing with a structured checklist.
The following table provides a comprehensive list of biased terms and their inclusive replacements, organized by category.
| Biased Term | Inclusive Alternative |
|---|---|
| businessman | businessperson, executive, entrepreneur |
| cameraman | camera operator, cinematographer |
| chairman | chairperson, chair |
| cleaning lady | cleaner, custodian, housekeeper |
| congressman | member of Congress, representative, legislator |
| fireman | firefighter |
| foreman | supervisor, foreperson |
| freshman | first-year student |
| housewife | homemaker, stay-at-home parent |
| layman | layperson, nonspecialist, nonexpert |
| mailman | mail carrier, postal worker |
| man (generic) | person, individual, human |
| man-hours | work hours, labor hours, person-hours |
| mankind | humankind, humanity, people, the human race |
| man-made | manufactured, synthetic, artificial, human-made |
| manpower | workforce, labor, staff, personnel |
| middleman | intermediary, go-between, agent |
| policeman | police officer, law enforcement officer |
| salesman | salesperson, sales representative, sales associate |
| spokesman | spokesperson, representative |
| stewardess | flight attendant |
| waitress / waiter | server |
| workmanship | craftsmanship, quality of work |
| he (generic) | they, one, or rewrite the sentence |
| girls (for adult women) | women |
| the fairer sex / the weaker sex | (do not use; there is no inclusive replacement — eliminate the concept) |
| Biased Term | Inclusive Alternative |
|---|---|
| wheelchair-bound / confined to a wheelchair | wheelchair user, person who uses a wheelchair |
| handicapped | person with a disability, disabled (per community preference) |
| the disabled | people with disabilities |
| the blind | people who are blind, people with visual impairments |
| the deaf | people who are deaf, Deaf people (cultural context), people with hearing impairments |
| the mentally ill | people with mental health conditions |
| crippled | person with a physical disability |
| suffers from [condition] | has [condition], lives with [condition] |
| afflicted with | has, lives with |
| victim of [condition] | person with [condition] |
| handicap | disability, barrier |
| birth defect | congenital condition, congenital disability |
| retarded / mentally retarded | person with an intellectual disability |
| crazy / insane / lunatic | (avoid as descriptors for people; use clinical terms when discussing conditions) |
| special needs | specific needs, accessibility needs, support needs |
| normal (vs. disabled) | nondisabled, typical |
| able-bodied | nondisabled |
| high-functioning / low-functioning | (describe specific abilities and support needs instead) |
| Biased Term | Inclusive Alternative |
|---|---|
| elderly / the elderly | older adults, older people |
| senior citizens | older adults (unless used in a specific program name) |
| the aged | older adults |
| old people | older adults, older individuals |
| senile | person with dementia, person with cognitive decline |
| spry / sharp for their age | (do not qualify competence by age — just describe the trait) |
| young people today | (be specific: "adults aged 18-25" or "recent graduates") |
| kids these days | (avoid; this is a generational stereotype framing) |
| Biased Term | Inclusive Alternative |
|---|---|
| Oriental (for people) | Asian, East Asian, or specific nationality |
| Indian (for Indigenous peoples of the Americas) | Indigenous, Native American, First Nations, or specific nation name |
| Eskimo | Inuit, Yupik, or specific group name |
| colored / colored people | people of color (if a broad term is needed), or specific group |
| non-white | people of color, or specific group |
| minorities | specific groups by name; or "historically marginalized groups" |
| illegal alien / illegals | undocumented immigrant, unauthorized immigrant |
| mixed (for multiracial people) | multiracial, biracial, or the person's preferred term |
| exotic (for people) | (do not use — describe the specific quality you mean) |
| articulate (as surprise compliment) | (avoid when the surprise is based on race) |
| Biased Term | Inclusive Alternative |
|---|---|
| the poor / poor people | people with low incomes, people in poverty |
| the homeless | people experiencing homelessness, unhoused individuals |
| welfare mothers / welfare queens | families receiving public assistance |
| underprivileged | under-resourced, historically marginalized |
| disadvantaged | under-resourced, underserved |
| inner city (as euphemism) | urban, or name the specific neighborhood |
| ghetto | (avoid; use specific geographic or economic descriptions) |
| lower class / upper class | lower-income, higher-income |
| uneducated | people without formal education, people without degrees |
| broken home | single-parent household, non-traditional family |
| dropouts | people who left school, early school leavers |
| Biased Term | Inclusive Alternative |
|---|---|
| primitive | traditional, indigenous, early |
| uncivilized | (avoid entirely) |
| third world | developing nations, low-income countries, Global South |
| first world | developed nations, high-income countries, Global North |
| tribe (for non-Western groups, used loosely) | community, nation, ethnic group, people |
| natives | indigenous people, local residents, or specific group name |
| discovered (for colonized lands) | colonized, arrived at, encountered, invaded |
| Western values (as universal default) | (specify which values; do not present them as universal) |
| cult (for unfamiliar religions) | religious group, faith community, spiritual movement |
The following phrases may seem harmless but carry embedded bias. Learn to recognize them and replace them.
| Biased Phrase | Why It Is Biased | Better Alternative |
|---|---|---|
| "Despite being [demographic], she succeeded." | Implies success is unexpected for that group. | Describe the achievement without the demographic qualifier. |
| "He's very articulate for a..." | Implies the group is normally inarticulate. | "He is an articulate speaker." (No qualifier.) |
| "She doesn't look like a typical engineer." | Reinforces stereotypes about who engineers are. | (Do not comment on appearance in professional contexts.) |
| "Where are you really from?" | Implies that people of certain appearances cannot be from certain places. | Accept the first answer given. |
| "That's so lame / retarded / crazy." | Uses disability-related terms as insults. | "That's frustrating / absurd / unreasonable." |
| "He's colorblind when it comes to race." | Implies that ignoring race is virtuous; erases real experiences. | "He treats colleagues equitably." |
| "She overcame her disability." | Frames disability as something to defeat. | "She achieved [specific accomplishment]." |
| "They're surprisingly well-spoken." | "Surprisingly" reveals a biased expectation. | "They are well-spoken." (No "surprisingly.") |
| "Both genders agree that..." | Excludes nonbinary individuals. | "People across the gender spectrum agree..." or "Respondents agree..." |
| "Confined to a wheelchair." | Frames a mobility device as a prison. | "Uses a wheelchair." |
| "Suffers from autism / depression." | Pity framing; person may not "suffer." | "Has autism / depression." or "Is autistic." |
| "The male nurse..." | Marking gender implies it is unusual for the role. | "The nurse..." (unless gender is relevant to context). |
| "Working mother." | Implies that working is unusual for mothers; "working father" is rarely used. | "Working parent" or simply "parent." |
| "Elderly but still sharp." | "But still" implies that mental acuity is surprising at that age. | Describe cognitive abilities without age qualifiers. |
| "Indian giver." | Racial slur with offensive historical roots. | (Do not use. There is no acceptable version of this phrase.) |
Use this checklist before finalizing any piece of writing. Work through each category systematically.
The reversal test is one of the most powerful tools for detecting bias. It works like this: when you describe a person from a non-dominant group, reverse the demographic characteristic and ask whether you would write the same thing about a person from the dominant group.
| Original Statement | Reversed | Does the Reversal Sound Odd? |
|---|---|---|
| "The female scientist published her findings." | "The male scientist published his findings." | Yes — we rarely mark male scientists by gender. Remove "female." |
| "Despite his disability, he got promoted." | "Despite being nondisabled, he got promoted." | Yes — nonsensical. Remove "despite." |
| "She is articulate for someone from that neighborhood." | "She is articulate for someone from the suburbs." | Yes — the qualifier reveals a biased assumption. Remove it. |
| "The elderly professor was still teaching." | "The 35-year-old professor was still teaching." | Yes — "still" implies that teaching at that age is surprising. Remove "still." |
| "The Black CEO announced the merger." | "The white CEO announced the merger." | Yes — race is irrelevant to the announcement. Remove race. |
If the reversed version sounds strange, unnecessary, or patronizing, the original version is probably biased.
Major style guides provide guidance on inclusive language. Here is a summary of key recommendations:
| Style Guide | Key Recommendations |
|---|---|
| APA 7th Edition | Person-first language default; identity-first where community prefers; singular "they" endorsed; avoid "elderly," use "older adults"; use specific racial/ethnic terms |
| Chicago Manual of Style (17th) | Singular "they" for unknown or nonbinary gender; gender-neutral language encouraged; avoid generic "he" |
| Associated Press (AP) | Singular "they" accepted; avoid "handicapped" (use "disabled" or person-first); "Black" capitalized; avoid "illegal" as a noun for people |
| MLA 9th Edition | Gender-neutral language; singular "they"; specific over general terminology |
All four major guides agree on these core principles:
When you are unsure whether a description is necessary or appropriate, work through these questions:
Step 1: Is the demographic detail relevant?
Step 2: Would I include this detail for the dominant group?
Step 3: Am I using current, preferred terminology?
Step 4: Am I being specific rather than stereotypical?
Step 5: Does my language treat all groups with equal respect and weight?
| Resource | What It Covers |
|---|---|
| Inclusive alternatives table | 100+ biased terms with replacements across 6 categories |
| Common biased phrases | 15 phrases with explanations of why they are biased |
| Self-editing checklist | 25+ checkpoints organized by bias category |
| Reversal test | Step-by-step method for detecting hidden bias |
| Style guide summary | Key recommendations from APA, Chicago, AP, and MLA |
| Decision flowchart | 5-step process for deciding whether demographic details are appropriate |
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