Methods: Understanding Systematic Research, Research Problem, Hypothesis, Variables
(Independent, Dependent, Controlling), Population, Sample, Sampling Techniques
(Simple Random, Stratified, Cluster), Data Collection Methods (Survey, Interviews,
Observation, Document Analysis, Experiment), Data Analysis, Reliability, Validity,
Quantitative and Qualitative Research, Research Ethics (Informed Consent,
Confidentiality, Integrity, Conflict of Interest), Research Design, Descriptive Statistics
(Mean, Median, Charts), Inferential Statistics (Hypothesis Testing, Confidence Intervals),
Statistical Control, Data Collection and Preparation, Data Visualization (Charts, Tables,
Dashboards), Statistical Analysis and Modelling (t-tests, ANOVA, Regression, Machine
Learning) Exam Questions Verified and Provided with Complete A+ Graded Rationales
Latest Updated 2026
Research
a systematic study conducted to produce new knowledge, test existing knowledge, or solve problems. It
is a scientific, objective, and planned process
Research problem
a question or uncertainty that needs to be answered or resolved
Hypothesis
a proposition put forward regarding the research problem
Variables
elements that are measured, controlled, or manipulated in the research
Three types of variables:
1. Independent - variable that affects (affecting), e.g. social media advertisements
, 2. Dependent - variable that is being affected (affected), e.g. consumer's purchasing decisions
3. Controlling - variable that is constant (controlled), e.g. gender, age
Population
all units covered by the research (individuals, animals, objects, etc.)
Sample
the smaller group selected from the population on which data is collected
Sampling
process of selecting a sample that can represent the population
Data
information collected to answer research questions; information can be qualitative and quantitative
Data Collection Methods:
• Survey
• Face-to-face interview
• Observation
• Document analysis
• Experiment
Data Analysis