Week One Flashcards

Topic One: Philosophy of Science and Topic 2: Foundations of Responsible Research (30 cards)

1
Q

What is the

Fundamental “first principle” of research methods?

(According to the course materials)

Set 1: Definitions & The Research Process

A

We must not fool ourselves

…as individuals are the easiest people to fool

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2
Q

Define “Research Methods” in an agnostic, functional sense

Set 1: Definitions & The Research Process

A

Research methods are the tools that help us not fool ourselves

(regardless if approach is qualitative or quantitative)

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3
Q

What are the

Three interdependent elements of research methods

Set 1: Definitions & The Research Process

A
  1. Measurement (Generating data)
  2. Study Design (Collecting data)
  3. Data Analysis (Making sense of data)
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4
Q

Why are measurement, study design, & data analysis considered “interdependent”

Set 1: Definitions & The Research Process

A

Becuase one area’s “decisions” inevitably affect the others

For example, your choice of measurement (e.g., an English-language scale) dictates who you can sample and what analysis (e.g., t-test vs. thematic) is possible

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5
Q

What is the “Physics Model” in psychology?

Set 2: The “Physics Model” & Mainstream Philosophy

A

It is the traditional philosophy of science adopted by American psychology to emulate the way of knowing in natural sciences, specifically physics

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6
Q

True or False:

Research methods should inform your research objectives

Set 1: Definitions & The Research Process

A

False. Research objectives must
inform the methods used

(not the other way around)

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7
Q

What are the

First four tenets of the “Physics Model”

Set 2: The “Physics Model” & Mainstream Philosophy

A

1. A real world exists.
2. Humans can know this world.
3. Events are fully determined (highly complex causes).
4. The world can only be known via the merger of empiricism and rationalism

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8
Q

What are

Tenets 5 through 8 of the “Physics Model”

Set 2: The “Physics Model” & Mainstream Philosophy

A

5. Humans are natural phenomena to which a determinist universe applies
6. Research aims to build universal theories/models
7. All theories are tentative
8. Final “laws” are attainable but always subject to revision

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9
Q

Define

“Realist Ontology”

(within the context of psychology)

Set 2: The “Physics Model” & Mainstream Philosophy

A

The assumption that a real world exists independent of our senses and perceptions

(the world will continue to exist even if we’re not there to observe it)

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10
Q

Define

“Nomothetic” orientation

Set 2: The “Physics Model” & Mainstream Philosophy

A

Scientific tradition that aims to find universal laws and create generalisable knowledge applicable across time and space

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11
Q

Contrast “Nomothetic” with “Idiographic” orientations

Set 2: The “Physics Model” & Mainstream Philosophy

A

Nomothetic seeks universal laws

Idiographic approaches focus on describing the unique meaning or essence of a single individual or event

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12
Q

What is

Karl Popper’s “Regulative Ideal”

Set 2: The “Physics Model” & Mainstream Philosophy

A

The practice of acting as though universal laws are achievable to regulate scientific behaviour, while simultaneously acknowledging that all current knowledge is provisional and tentative

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13
Q

Define

“Determinism”

(as it applies to the Physics Model)

Set 2: The “Physics Model” & Mainstream Philosophy

A

The belief that everything has a cause, and every event is an effect of prior causes

In psychology, this assumes human behaviour is caused by internal or external factors rather than being “unbounded”

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14
Q

How does “stochastic” science address determinism

Set 2: The “Physics Model” & Mainstream Philosophy

A

Recognises that although causes exist, they are too many to be accurately predicted, necessitating the adoption of probabilistic (statistical) models instead of simple”laws” of cause and effect.

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15
Q

What is the

Core assumption of “Social Constructionism”

Set 3: Alternative Perspectives & Ways of Knowing

A

Reality is not an external objective truth but is constructed through human interaction and language

(therefore, there are multiple valid realities)

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16
Q

How do Social Constructionists view the “subject”

(participant)

Set 3: Alternative Perspectives & Ways of Knowing

A

As an active agent with free will who co-constructs meaning with the researcher

(rather than a passive object driven by deterministic forces)

17
Q

What are the methodological implications of Social Constructionism

Set 3: Alternative Perspectives & Ways of Knowing

A
  • Prioritises qualitative methods (interviews, focus groups),
  • Values researcher subjectivity/biases as assets
  • Views context and culture as central to understanding
18
Q

Define

“Indigenous Psychologies”

Set 3: Alternative Perspectives & Ways of Knowing

A

Psychological frameworks built from local cultural foundations
(“by, from, about, and for” the culture)

*rather than simply translating Western psychology

19
Q

What is the

Primary “challenge” Indigenous Psychologies pose to mainstream science?

Set 3: Alternative Perspectives & Ways of Knowing

A

They reject the claim of universalism, arguing that psychological processes are culturally bound

(especially social and clinical)

20
Q

What is the

Significance of the “Waitangi Tribunal Claim (Wai 2725)”

(for psychology in Aotearoa)

A

It argued that the discipline has failed Māori by maintaining Western-dominated, monocultural practices that marginalise Māori worldviews and embed Western values as “universal”

21
Q

List

Robert Merton’s four “Norms of Science”

(extra points for explaining what they mean)

Set 4: Research Integrity & Scientific Norms

A
  1. Universalism: Science evaluated on objective criteria
  2. Communism: Knowledge is common property and must be shared
  3. Disinterestedness: Scientists should be value-free and unbiased
  4. Organised Scepticism: The community weeds out bad ideas through peer review and replication
22
Q

What are the

Five principles of UK Concordat to Support Research Integrity (2025)?

Set 4: Research Integrity & Scientific Norms

A

1. Honesty
2. Rigour
3. Transparency
4. Care & Respect
5. Accountability

23
Q

Define

“Cultural Humility”

(in the context of Aotearoa research)

Set 4: Research Integrity & Scientific Norms

A

Recognition of our own cultural limitations/biases, acknowledging power imbalances, and centring community voices while being willing to be corrected

24
Q

How does “Transparency” facilitate research humility?

Set 4: Research Integrity & Scientific Norms

A

Permits the acknowledgment of errors committed in good faith, ensuring that honest mistakes are seen as productive elements of the research process

25
Define **"Researcher Degrees of Freedom"** ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
The **inherent flexibility and ambiguity** in decisions researchers make which allows for the presentation of **almost any result as "significant"** | (e.g., when to stop data collection, which outliers to exclude)
26
Why are **"False Positives"** considered particularly costly to the field? ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
They are **persistent**, **waste resources** on useless research, and they **erode credibility** of psychology
27
# According to Simmons et al. (2011) How does "self-serving bias" affect data analysis? ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
In the face of ambiguity, researchers convince themselves that the most "appropriate" analytic decisions are those that yield **statistical significance** ( p < .05)
28
What is the **"False-Positive"** rate if a researcher uses **four common degrees of freedom** simultaneously? ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
**61%**
29
# Identify the **Six requirements** for researchers to mitigate **false positives** | (Simmons et al., 2011) ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
1. Pre-decide and report **data termination rule** 2. Collect at least **20 observations per cell** 3. List **all variables** collected 4. Report **all experimental conditions** (even failed ones). 5. Report results **including eliminated observations** 6. Report results **without covariates** if covariates are used
30
# **True or False** If a **small sample** yields a **significant result**, a **larger sample** will always yield an **even more significant result** ## Footnote Set 5: Methodological Challenges & "Researcher Degrees of Freedom"
**False** Simulations show that p-values can fluctuate wildly as sample sizes increase, often crossing the 0.5 threshold by chance