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Lydiah Wambugu — Person Summaries

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LESSON 38 - METHODS OF DATA COLLECTION: TYPES OF DATA || SOURCES OF DATA

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Data collection is the make-or-break step in research: without it, researchers can’t answer research questions, test hypotheses, or produce...

Data Collection MethodsTypes of DataSources of Data

LESSON 57- CHAPTER TWO ON LITERATURE REVIEW: MEANING, PURPOSE & SCOPE OF LITERATURE REVIEW

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

A strong literature review is the difference between research that can defend its conclusions and research that can’t: it builds the body of...

Literature Review MeaningPurpose of Literature ReviewScope and Depth

LESSON 12 - QUANTITATIVE RESEARCH DESIGNS: SURVEY, EX POST FACTO & EXPERIMENTAL

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Quantitative research design is the “master plan” that dictates how data will be collected, analyzed, and reported to answer research questions or...

Research DesignQuantitative SurveysEx Post Facto

LESSON 53 - RESEARCH PROPOSAL: PURPOSE OF THE STUDY, OBJECTIVES OF THE STUDY, RESEARCH QUESTIONS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

A strong research proposal hinges on three linked parts: a single-sentence purpose, specific objectives that translate that purpose into measurable...

Research Proposal PurposeResearch ObjectivesResearch Questions

LESSON 29 - SAMPLING: METHODS OF DETERMINING THE SAMPLE SIZE IN QUANTITATIVE RESEARCH

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Determining sample size in quantitative research is a balancing act: the sample must be large enough to represent the population and deliver accurate...

Sample SizeConfidence LevelPrecision

LESSON 65 - RESEARCH METHODOLOGY || SECTION 3.5: SAMPLE SIZE & SAMPLING TECHNIQUES

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Sample size and sampling procedures sit at the heart of a research proposal because they determine who will be studied—and how confidently results...

Sample SizeSampling FrameProbability Sampling

VARIABLES IN RESEARCH

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Research variables are the “language” that lets scholars communicate what they measure, how they measure it, and how different factors relate. The...

Variables in ResearchIV and DVConfounding Variables

LESSON 28 - SAMPLING: DEFINITION OF TERMS USED IN SAMPLING, PURPOSE & LIMITATIONS OF SAMPLING

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Sampling in social science research is a strategic choice to study a subset of a population rather than everyone, making it possible to produce...

Sampling DefinitionsTarget vs Accessible PopulationSampling Frame

LESSON 71 - CHAPTER FOUR OF RESEARCH PROJECT, THESIS OR DISSERTATION || THE STRUCTURE OF THE CHAPTER

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Chapter four is where a researcher turns collected data into a structured, audience-ready account of findings—by analyzing, presenting, interpreting,...

Chapter Four StructureResponse RateRespondent Demographics

LESSON 13 - EXPERIMENTAL DESIGNS: TRUE EXPERIMENTAL AND QUASI EXPERIMENTAL DESIGNS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Experimental design is the quantitative research approach used to establish cause-and-effect: when researchers manipulate an independent variable...

Experimental DesignCausalitySpurious Correlation

LESSON 66- RESEARCH METHODOLOGY||SECTION 3.6 DATA COLLECTION INSTRUMENTS & 3.7 COLLECTION PROCEDURES

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Data quality hinges on the tools and steps used to gather it: research proposal section 3.6 focuses on data collection instruments, while section 3.7...

Research MethodologyData Collection InstrumentsData Collection Procedures

LESSON 35 - MULTI-STAGE SAMPLING DESIGN: DEFINITION & STEPS OF CONDUCTING MULTI-STAGE SAMPLING

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Multi-stage sampling is a probability sampling approach that selects respondents in a sequence of stages—each new sample is drawn from within the...

Multi-Stage SamplingProbability SamplingCluster Sampling

RESEARCH OBJECTIVES, RESEARCH QUESTIONS & HYPOTHESES

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

A research study’s core structure hinges on a tight chain: a clearly defined research problem creates objectives, objectives shape investigative...

Research ProblemResearch ObjectivesResearch Questions

LESSON 56 - RESEARCH PROPOSAL: ASSUMPTIONS, DEFINITIONS OF TERMS & ORGANIZATION OF THE STUDY

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

The final stretch of Chapter 1 in a research proposal hinges on three often-misunderstood sections: assumptions, definitions of significant terms,...

Research Proposal Chapter 1AssumptionsOperational Definitions

LESSON 67 - RESEARCH METHODOLOGY || SECTION 3.8: DATA ANALYSIS TECHNIQUES || QUANTITATIVE DATA

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Quantitative data analysis in a research proposal should be presented as a clear, step-by-step plan: reduce raw responses into manageable summaries,...

Quantitative Data AnalysisDescriptive StatisticsInferential Statistics

LESSON 39 - QUESTIONNAIRES: TYPES OF INFORMATION & DESIGNS OF CONSTRUCTING A QUESTIONNAIRE

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

A well-designed questionnaire depends less on clever wording and more on getting usable data: enough questionnaires come back, respondents finish...

QuestionnairesTypes of InformationClosed vs Open-Ended Questions

LESSON 31 - SIMPLE RANDOM SAMPLING: DEFINITION & STEPS OF CONDUCTING SIMPLE RANDOM SAMPLING DESIGN

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Simple random sampling design is a probability sampling method where every member of a population has the same chance of being selected for a...

Simple Random SamplingSampling FrameRandom Numbers

THEORETICAL AND CONCEPTUAL FRAMEWORKS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

A quality research proposal depends on a clear chain of meaning: concepts become measurable variables, variables are organized into a conceptual...

Theoretical FrameworkConceptual FrameworkMeasurement

LESSON 16 - QUALITATIVE RESEARCH DESIGNS / APPROACHES (THE 5 GIANTS OF QUALITATIVE RESEARCH)

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Qualitative research designs are practical blueprints for collecting narrative data in natural settings—so researchers can describe social phenomena...

Qualitative Research DesignsCase StudyEthnography

LESSON 14 - THREATS TO INTERNAL AND EXTERNAL VALIDITY OF EXPERIMENTAL DESIGNS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Experimental designs earn their power from one promise: they can support causal claims—“X causes Y”—only when threats to validity are controlled....

Internal ValidityExternal ValidityThreats to Validity

LESSON 54 - RESEARCH PROPOSAL || HYPOTHESES: MEANING & TYPES OF HYPOTHESES

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

A hypothesis in social science research is a prediction about how variables relate or differ, and it functions as the backbone for hypothesis testing...

Hypotheses MeaningNull HypothesisAlternative Hypothesis

REVISION LESSON 4 ON SCALES OR LEVELS OF MEASUREMENT: NOMINAL || ORDINAL || INTERVAL || RATIO.

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Scales (or levels) of measurement determine what statistical tools can be used, because they define how variables were coded—either as categories or...

Scales of MeasurementNominal vs OrdinalInterval vs Ratio

QUANTITATIVE RESEARCH DESIGNS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Quantitative research designs are built on a positivist view of reality: measurable, objective variables that can be converted into numbers to test...

Quantitative Research DesignsPositivismResearch Design Coherence

LESSON 27 - RELIABILITY: METHODS OF DETERMINING RELIABILITY / DEPENDABILITY IN QUALITATIVE RESEARCH

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Qualitative reliability is reframed as **dependability** because identical results across different researchers and times can’t be guaranteed in an...

DependabilityAudit TrailInterrelator Agreement

PARADIGMS IN SOCIAL SCIENCE RESEARCH

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Social science research is steered less by “methods” alone and more by the beliefs researchers carry about reality, knowledge, values, and acceptable...

Research ParadigmsOntologyEpistemology

LESSON 44 - OBSERVATION: MEANING, TYPES, CHARACTERISTICS, STRENGTHS & LIMITATIONS OF OBSERVATION

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Observation is a systematic way to collect data by using the researcher’s own eyes to record events as they unfold in participants’ natural settings....

Observation MeaningTypes of ObservationObservation Characteristics

LESSON 50 - CHOOSING THE RIGHT STATISTICAL TESTS: FACTORS TO CONSIDER WHEN CHOOSING A TEST

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Choosing the right statistical test hinges on matching the analysis to the research question and the data’s measurement properties—because the test...

Choosing Statistical TestsScale of MeasurementDependent Variable

LESSON 41 - LIKERT SCALE || WHAT IS LIKERT? || DOES IT COLLECT CONTINUOUS OR CATEGORICAL DATA?

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Likert scales turn agreement with statements into structured responses, but whether those responses should be treated as categorical or continuous...

Likert ScaleData TypesQuestionnaire Design

LESSON 42 - INTERVIEWS || TYPES, STRUCTURE & SKILLS REQUIRED TO CONDUCT AN INTERVIEW

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Interviews are presented as a flexible, in-depth method of social science data collection that relies on people sharing information in response to...

Interview vs ConversationTypes of InterviewsInterview Structure

LESSON 75 - APA STYLE OF REFERENCING || HOW TO CITE BOOKS AND JOURNALS USING APA 7TH EDITION

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

APA 7th edition referencing in social science hinges on getting the author-date system right—then formatting the reference list entries in a specific...

APA 7th ReferencingCiting BooksCiting Journal Articles

LESSON 25 - ALPHA COEFFICIENT RELIABILITY: DETERMINING ALPHA COEFFICIENT RELIABILITY USING SPSS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

Internal consistency reliability hinges on whether items in a single instrument move together. For quantitative measures administered once,...

ReliabilityCronbach’s AlphaSPSS Reliability Analysis

LESSON 77 - APA STYLE OF REFERENCING || FORMATTING PRELIMINARY PAGES OF THESIS & DISSERTATIONS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

APA 7th edition formatting for theses and dissertations hinges on consistency across the entire document—especially margins, spacing, pagination, and...

APA 7th EditionThesis Preliminary PagesPagination

LESSON 78 - APA STYLE OF REFERENCING: FORMATTING THE MAIN SECTIONS /BODY OF THESIS & DISSERTATIONS-1

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 2 min read

APA 7th edition formatting for theses and dissertations must stay consistent across the entire main body—down to font choice, spacing, heading style,...

APA 7th Main Body FormattingFont Size and StyleSpacing and Line Breaks

FREE PREVIEW LESSON IN IBM SPSS STATISTICS COURSE: BASIC CONCEPTS IN DATA ANALYSIS

RESEARCH METHODS CLASS WITH PROF. LYDIAH WAMBUGU · 3 min read

Data analysis starts with a clear chain of definitions: research aims to close a “research gap,” and doing that well depends on collecting quality...

Research GapsScales of MeasurementPopulation and Sample