Lesson 8: Authority Is Constructed and Contextual 2 - Examining Source Characteristics and Bias

Fundamentals of Source Appropriateness and Bias

  • Examining source characteristics is the primary method for determining if a source is suitable for academic research. Appropriateness is defined by three core pillars:

    • Credibility

    • Reliability

    • Validity

  • Evaluation of bias is a mandatory component of source analysis. Bias involves examining how the opinions, perspectives, or prejudices of those involved in publication influence content choices.

  • The analysis of bias focuses on two distinct components:

    • The "Who": The individuals and organizations involved in the publication.

    • The "Why": The intended audience and purpose of the work.

  • Context matters in evaluation; conventions for what is considered appropriate vary significantly according to the specific academic field.

Framework for Evaluating Sources: The "Wh-" Questions

A deeper evaluation of sources can be performed using a hierarchical structure of "wh-" questions. The order of these questions is intentional, moving from foundational intent to specific content details.

The Hierarchy of Evaluation
  1. Why (Purpose): This establishes the foundation for all other characteristics.

  2. Where (Context) and When (Currency): These are the next priority. If a source was not published in a reliable place or the date is not acceptable for the topic, it does not require further consideration.

  3. Who (Authority): Evaluation of the creators, publishers, and sponsors.

  4. What (Content): Evaluation of the specific data, arguments, and comprehensiveness.

Categorization of Appropriateness (Table 8.1)
  • Most Likely Appropriate:

    • Why: To inform.

    • Where: Scholarly/peer-reviewed journals, or .gov.gov/ .edu.edu websites.

    • When: Up-to-date information.

    • Who: Expert in the field.

    • What: Comprehensive coverage, facts, statistics, charts, graphs, photographs, and citations.

  • Possibly Appropriate:

    • Why: To persuade.

    • Where: Scholarly/not peer-reviewed, trade publications, newspapers, or reputable .com.com/ .org.org sites.

    • When: Not current but contains valuable historical or background information.

    • Who: Journalist or professional writer.

    • What: Commentary on an issue or personal narrative.

  • Most Likely Not Appropriate:

    • Why: To sell something, to present personal opinions, or to promote a particular political agenda.

    • Where: Social media.

    • When: Obsolete. When new discoveries make the source information irrelevant, it should be discarded.

    • Who: Non-professional writer.

Deep Dive: Why – Audience, Purpose, and Bias

  • The "Why" underlies every choice made by those involved in publishing and can lead to bias in various ways.

  • Assessing Intended Audience: One must determine if the target audience is scholars in the field, college-educated readers, or any adult reader.

  • Assessing Intended Purpose: One must ask if the author intends to inform, persuade, sell, or present a specific viewpoint.

  • The author's intentions influence where they choose to publish and what specific information they include or omit.

Deep Dive: Where – Context and Authoritative Domains

  • Determining the appropriateness of context involves assessing the authority of the publication (journal, news source, or website) and identifying potential biases.

  • Domain Analysis:

    • .gov.gov or .edu.edu sites: Often considered more authoritative as the authors typically have strong qualifications and the publishers are less likely to promote an agenda.

    • .com.com sites: May carry more bias depending on the commercial interests of the host.

  • Caveat: Bias is never entirely absent. Even .gov.gov and .edu.edu sites may promote specific agendas based on political ideologies or their stated organizational mission.

Deep Dive: When – Currency and the Information Cycle

  • Currency influences source appropriateness based on how information evolves over time. This is linked to the Information Cycle, where data becomes more comprehensive as an event evolves.

  • Contextual Currency:

    • Historical/Background: Credentials and reliability are maintained regardless of recentness.

    • Statistical Data: Must be strictly up-to-date.

  • The Three-Year Rule: In many professional fields, to achieve credibility, sources should not be more than approximately 33 years old. A specific cut-off year should be determined based on the individual research topic.

Deep Dive: Who – Assessing Author, Publisher, and Sponsor Authority

Identifying bias requires looking at affiliations and professional contexts (Table 8.2).

Criteria for the Author
  • Education level.

  • Work context and professional experience in the field.

  • The number of previous publications on the specific topic.

  • Active memberships in professional organizations.

  • General reputation and status as an expert.

Criteria for the Publisher
  • Age of the publishing company.

  • Reputation for quality.

  • Impact Factor: For journals, this is measured by how often the work is cited by others.

Criteria for the Sponsor/Promoter
  • Reputation and mission statement.

  • Formal connections to other organizations.

Case Study: Evaluation of Plastic Sustainability

Source Profile
  • Title: Plastics of the Future? The Impact of Biodegradable Polymers on the Environment and on Society

  • Journal: Angewandte Chemie International Edition, 58(1)58(1), 50−6250-62

  • DOI: 10.1002/anie.20180576610.1002/anie.201805766

Author Analysis
  • Tobias P. Haider: Works at Max Planck Institute for Polymer Research (world-leading research center); holds a Master of Science in Chemistry; widely cited.

  • Carolin Völker & Johanna Kramm: Work at Institute for Social-Ecological Research with the junior research group PlastX. They focus on transdisciplinary sustainability and the societal role of plastic.

  • Potential Bias: Their support for biodegradable plastics may be influenced by personal interests, financial needs for research funding, or institutional mission.

Publisher and Sponsor Analysis
  • Publisher: Angewandte Chemie is a journal of the German Chemical Society. It has a high impact factor and covers a broad range of professional topics, suggesting a lack of narrow bias.

  • Sponsor: The German Chemical Society is a professional, credentialed organization that must meet field standards, which supports its credibility.

Deep Dive: What – Relevance, Accuracy, and Comprehensiveness

Relevance Questions
  • Does it fit the academic context?

  • How does it enter the existing conversation?

  • Which specific part of the research discussion does it support?

  • Does it share the same audience as the researcher?

Accuracy Strategies (Table 8.3)
  • Source Verification: Look up references cited in the source; check they are valid.

  • Timeline Verification: Check publication dates of the source and its references to ensure they align with the research timeline.

  • Process Verification: Examine the primary research; look for evidence of peer-review or a "refereed" status. Consult with professors or experts to verify research validity.

Comprehensiveness and Bias
  • A source lacks comprehensiveness if it is limited in scope or fails to provide a thorough look at all sides of an issue.

  • Factors causing a lack of comprehensiveness include:

    • Strategic omission of facts.

    • Biased language used to promote a single perspective.

    • Limitations in information accessibility.

    • Statistical analyses that fail to account for all variables, leading to skewed results.

Case Study: The Science of Learning (Brookings Institution)

Evaluation Components
  • Publication Date: Tuesday, March 28, 2017March\,28,\,2017.

  • Publisher: Brookings (nonprofit public policy organization).

  • Target Audience: Educators/teachers interested in how learning science informs teaching. Evidence includes simple, explanatory language and a simple essay structure.

  • Authority (Authors):

    • Helyn Kim: PhD in Education (University of Virginia), Postdoctoral Fellow.

    • Eileen McGivney: Former Research Associate with extensive research history.

    • Esther Care: Senior Fellow who directs research centers.

  • Accuracy/Comprehensiveness Detail:

    • Uses links instead of a formal Bibliography section.

    • Cites the authors' own previous works (potential for point-of-view bias).

    • Includes a broad range of questions rather than promoting a single course of action, which suggests comprehensiveness.

    • References include TED talks and social science organizations.

  • Language Maturity: Uses objective phrasing such as “we need to explore” and “does not consistently inform.”

Synthesizing a Complete Source Evaluation

  • A strong evaluation summary should be at least 88 sentences long.

  • It must clarify both the strengths and weaknesses of the source.

  • It should explicitly define in what situation the source is appropriate and when it should be avoided.

  • Comparison across multiple sources (at least 33) is recommended to ensure a complete evaluation and recognize systemic bias.