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Last updated 5:20 PM on 11/5/25
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105 Terms

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Discrete (Integer Variable)

 Countable whole numbers. Cannot take negative or fractional values.
Examples: number of students in a class, group size, frequency.

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Continuous (Ratio Variable)

  • Can take fractional (nonwhole) values, either positive or negative.
    Examples: height, temperature.

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Qualitative (Categorical)

Defines groups or categories of equal magnitude.
Examples: blood type, hair color, mode of transportation.

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Ordinal 

  • Ranked or ordered variables.
    Examples: Spotify Top 20 hits, academic honors (with highest, with high, with honors).

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Independent Variable (X)

  • Stands alone and not influenced by other variables.

  • The presumed cause in the study.

  • Stable and unaffected

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Dependent Variable (Y)

  • Influenced by other variables.

  • The presumed effect in the study.

  • Depends on other factors being measured.

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Experimental Design 

Used to determine the outcome of a specific intervention.
The researcher provides treatment to one group and withholds it from another to compare outcomes.


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True-Experimental Design

  • Researcher has full control over who, where, when, and how the experiment is conducted.

Example: “A comparison of the effects of various blended learning to the reading comprehension of elementary pupils.”

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Criteria for a True Experiment

  1. There must be a control group and at least one experimental group.

  2. There must be a variable controlled by the researcher.

  3. The groups must be randomly assigned

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Manipulation, Randomization, Control

characteristics of a true experiment: M, R, C

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Quasi-Experimental Design 

  • Used to establish cause-and-effect relationships but lacks random selection or assignment.

  • Example: “The effects of unemployment on attitude towards following safety protocols in ECQ declared areas.”

If there is no randomization in participant selection, the design automatically becomes quasi-experimental.

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Non-Experimental Design

  • Describes data quantitatively.

  • Determines relationships between variables but cannot establish cause-and-effect.

  • Does not include an independent variable.

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Survey Research Design

Provides numeric description of trends, attitudes, or behaviors.
Example: “The Impact of Social Media Usage on the Study Habits of Senior High School Students.”

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Cross-Sectional 

Data collected at one point in time.

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Longitudinal

Data collected repeatedly over time.

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Correlational Research Design

 Identifies relationships between variables without manipulating them.
Example: “The relationship between the amount of physical activity done and student academic achievement.”

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Comparative Research Design

Identifies differences between variables but does not imply causation.
Example: “Is there a difference in the level of knowledge of grade 11 students when grouped according to age?”

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Descriptive Research Design

Describes phenomena as they occur naturally, without manipulation or hypothesis.
Example: “The determination of the different kinds of physical activities and how often high school students do them during quarantine.”

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Interestingness

 Must interest both writer and reader.

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Specificity/Limitedness

Topic should be focused and manageable.

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Relevance

must be related to the researcher’s field or discipline

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Familiarity

researcher should already know the topic

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Availability of Materials

sources and references must be accessible

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Feasibility

the topic must ne realistic and doable

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A good research title:

  • contain the main idea and be able to stand alone.

  • Be concise (limit to 12 words).

  • Avoid abbreviations, formulas, jargon, and verbs.

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Reader Pattern (Springer, 2014):

  • Title → Abstract → Results → Full Paper

  • For every 1,000 people who read the title, only 1 reads the full paper.

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Interrogative Form

“What is the motivation in using Facebook?”

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Combinatorial (Question +Title)

“Who uses Facebook? An investigation into the relationship between the Big Five, shyness, narcissism, loneliness, and Facebook usage.”

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Combinatorial (Phrase + Title)

Too much face and not enough books: The relationship between Facebook use and academic performance.”

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Novel Method

  • “Attitudes of elderly Korean patients towards death and dying: An application of Q-methodology.”

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Result-Oriented

  •  “Preventive health behaviors influenced by self-perceptions of aging.”

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Chapter 1 Sections (Calderon and Gonzales, 1993) 

  1. Introduction

  2. Statement of the Problem:

  3. Hypothesis:

  4. Conceptual/Theoretical Framework.

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Introduction

Background, reasons for study, and link to SOP.

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Statement of the Problem

General problem and sub-questions.

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Hypothesis

A testable proposition or assumption.

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Conceptual/Theoretical Framework

Theories and concepts supporting the study.

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Importance of Research Problem

  • Shows the topic’s relevance.

  • Defines variables and context.

  • Suggests a framework for findings and interpretation.

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Causal Questions

Compare two or more phenomena to determine relationships.
Example: “Does the amount of calcium in children’s diets affect the number of cavities per year?”

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Descriptive Questions 

 Describe phenomena; ask “how much,” “how often,” or “what is the change.”
Example: “How often do college students use Twitter?”

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Comparative Questions

 Examine differences between groups.
Example: “What is the difference in caloric intake between high school girls and boys?”

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Specific, Measurable, Attainable, Realistic, Time-Bound

SMART Method

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Theoretical Framework

Foundation of the study; provides the base for discussion.

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Conceptual Framework

  • Structure or paradigm for research analysis; guides the flow of the study.

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Introduction

Presents the main idea of the review.

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Main Body

Summarizes and synthesizes related studies.

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Conclusion/Recommendations

 States what was learned and identifies research gaps.

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Purpose of RRL

  • Summarizes existing knowledge on a topic.

  • Identifies gaps in previous research.

  • Justifies the current study.

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Research Literature

Based on actual research findings (journals, theses, abstracts).

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Non-Research Literature

 Not data-based but informative (magazines, opinion articles, anecdotes).

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Primary Sources

Written by original researchers (journals, dissertations, theses).

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Secondary Sources

Written by others (reviews, summaries, reports).

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In-text Citations

Inside the body of the paper.

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Footnotes

Shown at the bottom of the same page.

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Endnotes 

Placed at the end of a paper or chapter.

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Formatting Standards (APA/MLA)

  • Font size: 12

  • Line spacing: Double

  • Alignment: Justified

  • Margins: 1 inch on all sides

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 Title Page – Abstract – Main Body – References

APA Paper Parts 

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Reference Page

  • Titled “References” (APA) or “Works Cited” (MLA).

  • Entries listed alphabetically by author’s last name.

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Plagiarism of Words

Copying exact words without citation.

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Plagiarism of Structure

Rephrasing while copying sentence structure.

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Plagiarism of Ideas

 Using another’s ideas without credit.

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Plagiarism of Authorship

Submitting someone else’s work.

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Plagiarism of Self 

Using one output for multiple credits.

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Simple Hypothesis 

One independent and one dependent variable.
Example: “Unemployment leads to higher crime rates.”

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Complex Hypothesis 

More than one independent or dependent variable.
Example: “Unemployment leads to higher crime and poverty.”

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Null Hypothesis (H₀)

No relationship exists.
Example: “Number of books owned does not affect academic performance.”

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Research Hypothesis (Hₐ)

Relationship exists.
Example: “Exposure to music affects level of anxiety.”

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Directional Hypothesis

States direction of relationship.
Example: “Health decreases as stress increases.”

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Non-Directional Hypothesis

Relationship stated without direction.
Example: “Health affects level of stress among senior high school students.”

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Surveys

Close-ended questions with options.

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Interviews

Structured with pre-set questions.

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Observations

Data collected through senses systematically.

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Experiments

Manipulation of independent variables to test outcomes.

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Laboratory Experiments 

 Conducted in a controlled setting.

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Field

 Done in natural settings with some control.

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Natural

No control over variables

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Convenience Sampling

Based on researcher’s accessibility/ convenience

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Snowball Sampling

 Participants refer others.

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Purposive Sampling 

based on specific criteria 

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Quota Sampling

researcher sets quotas for subgroups

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Simple Random Sampling

Each member has equal chance; uses random selection.

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Systematic Sampling 

Uses interval formula (k = N/n).
Example: 20,000 population, 100 samples → k = 200.

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Stratified Sampling 

Population divided into subgroups (strata); random samples taken from each.

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Cluster Sampling

Sampling done in stages (e.g., schools → classes → students).

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Replicate

 Allows others to repeat the study.

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Evaluate

 Enables readers to assess the validity and reliability of the research.

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Subsections of Methodology

  • Research Design

  • Research Locale
    Population and Sampling
    Research Ethics
    Research Instruments
    Data Collection and Analysis

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Sample

Subset taken from the population.

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Test Statistics

Numerical summary used in hypothesis testing.

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Variables

Attributes that can change or be controlled.

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Measurement Scales

Determine how variables are measured.

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Nominal

Categories or groups; no order.

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Ordinal

ranked or ordered data

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Interval

  •  Equal distances between data points; no true zero.

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Ratio

Has a true zero; allows widest range of statistical methods.

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Quantitative Data Analysis

Analyzing and interpreting numerical data to answer research questions and test hypotheses.

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Descriptive Statistics

Provides a simple summary of data.

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Mean (Average)

sum of all values divided by the number of values.

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Median (Midpoint)

 middle value when arranged in order.

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Mode (Most Common)

most frequently occurring value.

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Frequency and Percentage

shows how often each data point appears.

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