There can be many forms of bias. Some overlooked aspects of bias, occurring especially with the pedagogical circles of public and private schools—sources that are unrelated to fiduciary or mercantile impoverishment which may be unduly magnified—include teacher bias as well as a general bias against women who are going into STEM research, noted William Van Ornum, former research director of American Mental Health Foundation. Van Ornum is known for taking a multidimensional perspective toward bias, based both on his background as school psychologist and practicing clinical psychologist.
Practical limitations to media neutrality include the inability of journalists to report all available stories and facts, and the requirement that selected facts be linked into a coherent narrative. Since it is impossible to report everything, selectivity is inevitable. Government influence, including overt and covert censorship, biases the media in some countries. Market forces that result in a biased presentation include the ownership of the news source, concentration of media ownership, the selection of staff, the preferences of an intended audience, and pressure from advertisers.
Taking a broad approach, William Van Ornum of Marist College  cautions that the simplistic pattern of conflating all educational bias with standardized testing can lead to a laissez-faire atmosphere were other forms of bias are not confronted. This is harmful to teachers, students, parents, and the general public.
Van Ornum stated: "It is especially important for students in education to understand and learn to confront sources of bias that occur when teachers evaluate students in elementary high school and high school. These forms include but are not limited to: teacher bias against very gifted students; teacher bias toward those who score high on standardized tests ("People like that aren't creative"; "This student just may have had a good day"; teacher bias against a current student because a family member was in a class previously and was either vastly smarter or not as adept at schoolwork"; teacher bias against athletes or teacher bias against non-athletes."
Finally, bias against LGBTQI students within the educational system itself may transcend even the aggregate amount of bias within schools caused, engendered, and brought about when standardized tests are used inappropriately.
Van Ornum suggests a continued empirical and multimodal approach toward bias in educational systems.
- Economic: when people/government interpret a law/contract in their favor for economic reasons.
- Inductive bias in machine learning.
- Cultural bias: Interpreting and judging phenomena in terms particular to one's own culture.
- Racism, regionalism and tribalism: Judging people or phenomena associated with people based on the race/ethnicity, region of origin, or tribe of the people, rather than based on more objective criteria.
- Sexism: Judging based on gender, rather than on more objective criteria.
- Sensationalism: Favouring the exceptional over the ordinary. However this sentence structure makes is sound like an appeal to popularity or normalcy fallacy. This is actually a more complex problem, whereby, the proponent elevates the importance of the evidence to more subjects than it is relevant. This is accomplished by willful bias, assumption or, putting conclusion ahead of evidence. In practice, this includes emphasizing, distorting, or fabricating exceptional news stories to boost popularity.
- Speciesism: Favouring one species over others.
- Funding bias in scientific studies also known as the agent-principle dilemma (principal–agent problem).
- Bias of an estimator is a type of error in statistics in which a measurement is consistently different from its expected value.
- Medical bias is also known as a physician having a conflict of interest.
- Bias (statistics)
- Color blindness (race) in the United States
- Detection theory
- Experimenter's bias
- List of cognitive biases
- Publication bias
- Reporting bias
- Scholarly method
- Social desirability bias
- Source criticism
- Weasel word
- Steinbock, Bonnie (1978). "Speciesism and the Idea of Equality". Philosophy (53): 247–256. doi:10.1017/S0031819100016582.
- "bias ...; prejudice", The New Merriam-Webster Dictionary, ISBN 0877799008
- "Crisis Counseling with Children," Van Ornum and Murdock, 1990, NY: Crossroad/Continuum.
- "Measurement and Evaluation in the Classroom", Oosterhofer, 2014. Boston: Allyn and Bacon.
- "Psychological Testing Across The Lifespan," Van Ornum et. al. 2008, Saddle Brook, NJ: Prentice Hall, Pearson.
- "Psychological testing across the lifespan;" Van Ornum et al., 2007. Saddle Brook, NJ: Pearson.
- Ann Heinrichs, The Printing Press (Inventions That Shaped the World), p. 53, Franklin Watts, 2005, ISBN 0-531-16722-4, ISBN 978-0-531-16722-9
- Cain, D.M. and Detsky, A.S. Everyone's a Little Bit Biased (Even Physicians) JAMA 2008;299(24):2893-289.
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- Bias, unbiased, and both ; essay : http://biasunbiasedandboth.blogspot.com/