Research Methods and Data Analysis Flashcards

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This set of vocabulary flashcards covers key research methodology terms, including observation types, interview structures, and data reliability concepts.

Last updated 2:22 AM on 5/14/26
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73 Terms

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Inform consent

communication of agreement or permission

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Confidentiality

Participants identify must be anonymous e.g. use pseudonym

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Right to withdraw

Allow participant to refuse to answer or leave the experiment

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Protection of harm

Participant must nit be harm, frighten, threaten

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Deception

deceiving, lying, miss-out information

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independent variable

variable directly manipulated by the research in order to examine its effect

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dependent variable

variable being measure, the outcome of the study after being manipulated by IV

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operationalisation

making variable in investigation detailed & specific so it can be measure

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extraneous variable

variable cannot be controlled which could impact the result, called cofounding variable if extraneous occurs and results are impacted by it

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extraneous variables: situational variables

environment of the investigation e.g. light, noise, temperature, & distraction

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extraneous variables: participants variables

participants have their own abilities and tendencies that can affect results e.g. personality, experiences, & mood

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order effect

participants improve or worsen in the 2nd condition due to practice or fatigue

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investigator bias

research may unintentionally give clues of how participant should behave

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demand characteristics

participants change their behavior to fit in within the aim of the study

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use of standardise procedures

keeping the situation and procedure the same

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counter-balancing

use to reduce order effect by assigning half of the participant to do condition A then B while other half do the reverse

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randomisation

participants randomly assign to the condition

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single blind technique

aim of the study is withheld from participants → prevent demand characteristics

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double blind technique

aim of the study is withheld both participants and experimenter → prevent demand characteristics AND investigator bias

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null hypothesis

a prediction that there will be no difference, or very little e.g. there will be no difference/relationship in memory scores between those chewing gum and those not chewing gum

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hypothesis

a prediction of relationship between 2 variables

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alternative hypothesis: directional hypothesis (1 tailed)

predict that there is a difference and shows the direction of the relationship between variables will go (increase/decrease/more/less/high) e.g. cat owner will have lower monthly saving than non-cat owner

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alternative hypothesis: non directional hypothesis (two tailed)

non-clear prediction, state what will be found but doesn’t state what will be of the difference/relationship e.g. there will be a difference in blood pressure between cat & non-cat owner

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target population

group of people to investigate

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sample

a selection of the target population which is directly studied

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random sampling

gather random sample of participants from target populations, every member has equal chance of being chosen

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strength of random sampling

  • representative as biased samples are minimized

  • everyone has an equal chance of being pick

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weakness of random sampling

  • time consuming and requires plan

  • participant can refuse to do, so less representative

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stratified sampling

classifying population into subgroups then choose random sample to sender they’re proportionately represented

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strength of stratified sampling

  • very representative, least bias if done correctly

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weakness of stratified sampling

time consuming and can be difficult to obtain as they can refuse

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volunteer sampling

participants put themselves forward to be a part of the study e.g. response to an advert, social media, newspaper

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strength of volunteer sampling

  • ethical as informed of consent

  • convenient as willing participants

  • wide range of people

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weakness of volunteer sampling

  • unrepresentative as limited number of people respond or may not see the ad

  • bias

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opportunity sampling

asking people to agree to take part on the study who happen to be around

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strength of opportunity sampling

  • quick and simple

  • immediate respond, saves time and money

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weakness of opportunity sampling

  • bias as not everyone will be around, so less representative

  • replicate study would generate different results

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interview

non experimental method as it doesn’t not manipulate IV directly, where researcher gain information directly from participants about their beliefs, options, and attitudes

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structured interview

fixed orders of questions and pre-termined to respondents

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strength of structured interview

  • less time consuming

  • reliable

  • objective

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weakness of structured interview

  • not indent as there are no follow up questions so lack validity

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semi-structured interview

fixed lists of questions, but some predetermined questions with some develope in response to answer given

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strength of semi-structured interview

  • free flowing conversation can occur so lots of data can be gathered which increase validity

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weakness of semi-structured interview

  • require training to encourage a free flowing conversation

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unstructured interview

informal, flexible, as interviewee’s answer guide to the next question, interviewer has a list of topics for discussion

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strength of unstructured interview

  • build trust

  • in-depth information as the participant can elaborate their answer, so high in validity

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weakness of unstructured interview

  • time consuming

  • missed out important info as there are no preset of question

  • hard to analyse as it’s subjective

  • less reliable

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Questionnaire

A self-report method used to ask a large sample of people about a topic

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strength of questionnaire

  • ethical

  • indepth and valid

  • large sample

  • cheap

  • reliable if it’s a close question and likert scale as they produce quantitative data

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weakness of questionnaire

  • social desirability, answers are not truthful

  • open ended can be hard to analyse as it’s a qualitative data, so lack of validity

  • low response rate

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open-ended question

participants give full, detailed answers e.g. if it’s not working, can you tell us why?

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close-ended question

few, stated response and no opportunity to expand answer which produce quantitative data e.g. are you feeling better? (yes/no)

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Case study

A detailed investigation of one instance that provides in-depth, valid information, though it is subjective and hard to replicate.

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Triangulation

The use of different techniques to produce similar results,

  • which increases internal validity, can be use for long period of time, useful when IV can’t b manipulated and reliability

  • but hard to Analyse and time consuming

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observation

watch how participants behave directly to gather data about their behavior

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Covert observation

An observation where the participant is not aware they are being observed,

  • prevents demand characteristics

  • can be unethical regarding privacy.

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Overt observation

An observation where the participant is aware they are being observed,

  • which is ethical

  • but may lead to demand characteristics .

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Correlation

A research method looking for a relationship between 2 measure variables,a change in variable is related to a change in the other

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Positive Correlation

A relationship where as the value of one variable increases, the value of the other variable also increases.

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negative correlation

one value of a variable increase, the value of other variable decrease

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non correlation

no relationship between variable

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evaluation of correlation

  • show relationship

  • ethical

  • cheap

  • objective

  • no case and effect it could be other way around, a third variable unknown

  • can’t manipulate

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Participant-observer

An instance where the observer is involved with those being observed, which may decrease the representativeness of the results.

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Non-participant observer

A type of observation where the researcher is not involved in the activity or group being studied.

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labatory experiment

strictly controlled environment where there is IV and DV

  • most scientific, as high level of control

  • cause and effect can be establish between IV and DV so increase internal validity

  • unnatural experiment where there could be demand characteristics

  • reductionist as it can ignore other variable that is involve

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filed experiments

take place in a natural experiment but IV can be manipulated and DV measurable

  • behavior is natural

  • case and effect between IV and DV can be controlled

  • not all extraneous variable can be controlled as its a real life environment

  • unethical as lack of information of consent

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natural experiment

real life environment where IV and DV is present but can’t be manipulate as they occur naturally

  • IV occur naturally, not manipulated

  • participant are studied in real and naturalistic enviroment

  • extraneous variable are hard to control

  • not possible to randomly allocate participants of the condition of IV, so there’s issue that can influence the finding

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Reliability

The consistency of results; a study is reliable if replication produces similar findings.

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Validity

The extent to which a study measures what it intends to measure and reflects real life.

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Social desirability

A phenomenon where participants may respond or act in a way to make themselves look better or more desirable.

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Causation

When a change in the IVIV causes a change in the DVDV, which can only be concluded in a controlled experiment.

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Qualitative data

Data that is in-depth and descriptive, often derived from open-ended responses or case studies.

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Quantitative data

Numerical data that is objective and often gathered through questionnaires with closed-ended questions.