MIXED_METHODS_AND_PROCESSES_IN_APPLIED_LINGUISTICS_RESEARCH_

1. Which qualitative method involves systematic coding of text data? a.t-test. a.t-test. b.Grounded Theory. c.Regression. d.Meta-analysis.

2. In a convergent mixed methods design, data are: a.Collected at the same time and merged. b.Not collected at all. c.Collected and analyzed separately. d.Collected sequentially.

3. Theoretical framework in qualitative research is used to: a.Test causality. b.Guide data interpretation. c.Analyze variance. d.Design surveys.

4. The “discussion” section in a mixed methods report should: a.Repeat results section. b.Focus only on statistical findings. c.Address how findings complement or diverge. d.Ignore contradictions in data.

5. Which ethical principle is fundamental in both qualitative and quantitative studies?. a.B. Deception without debriefing. b.A. Informed consent. c.D. Mandatory participation. d.C. Ignoring confidentiality.

6. Which statistical method measures the strength and direction between two variables?. a.Correlation. b.ANOVA. c.Regression. d.Mode.

7. Which of the following is a valid rationale for using mixed methods?. a.Publishing in qualitative journals only. b.Reducing the sample size. c.Validating results through triangulation. d.Avoiding complex statistical analysis.

8. Which of the following best describes a qualitative research report?. a.Strictly experimental. b.Based on narrative and thematic analysis. c.Data-driven and numeric. d.Focused solely on hypothesis testing.

9. A strength of longitudinal qualitative studies is: a.D. Avoiding ethical review. b.C. Requiring minimal researcher engagement. c.A. Capturing how meanings and identities shift through time. d.B. Providing large-scale numerical generalizations.

10. What kind of graph is best used to show frequency distribution? a. Pie chart. b. Scatter plot. c. Line graph. d. Histogram. a. Pie chart.

11.A major challenge in longitudinal language studies is: a. C. Lack of software tools. b. Too short observation periods. c. B. Participant attrition over time. d. A. Collecting numerical data.

12. Reflexivity in qualitative or mixed methods research refers to: a. Using reflexive pronouns. b. Repeating procedures. c. Reflection in mirrors. d. Researcher's awareness of their influence on the study.

13. In APA, how should figures be labeled?. a. Figure 1. Title placed at the end. b. Figure 1: Title above the figure. c. Figure 1: Title in the caption box. d. Figure 1. Title below the figure.

14. Choose the correct option to fill the gap.__________ is when the researcher applies the same test several times and obtain similar results. a. Validity. b. Triangulation. c. Reliability. d. Feasibility.

15. Which sequence best represents a mixed methods purpose statement?. a. D. Describes population and sample only. b.A. States intent to collect and integrate both qualitative and quantitative data to understand the research problem approaches and integration. c. C. Focuses only on numerical results. d. B. Mentions only data collection instruments.

16. Choose the correct option. The purpose of __________ is based on Triangulation,Complementarity, Development, and Expantion. a. Qualitative research. b. Quantative research. c. Mixed methods research. d. Experimental.

17. Which section typically discusses limitations and future research?. a. Discussion. b. Method. c. Abstract. d. Results.

18. Parametric tests assume: a. Unequal variances. b. No distribution. c. Data is nominal. d. A normal distribution.

19. A panel study differs from a trend study in that: a. A. The same individuals are followed over time. b. D. It avoids follow-up procedures. c. Different samples are used at each time point. d. C. Data are collected only once.

20. In qualitative research, triangulation refers to: a. Using three variables. b. Measuring central tendency. c. Calculating means and medians. d. Using multiple data sources to ensure credibility.

21. Which software is commonly used for qualitative data analysis?. a. MATLAB. b. Excel. c. SPSS. d. NVivo.

22.What should be done before analyzing data?. a. Skip missing data. b. Publish the results. c. Clean and validate data. d. Perform random testing.

23. A scatter plot is typically used to: a. Display correlations between variables. b. Represent frequency counts. c. Show proportions. d. Show parts of a whole.

24. Which test compares the means of more than two groups?. a. Chi-square. b. T-test. c. Correlation. d. ANOVA.

25. Longitudinal qualitative research (LQR) emphasizes: a. D. Fixed survey items. b. A. Statistical changes. c. C. Randomized sampling. d. How participants’ experiences evolve over time.

26. Grounded theory is used to: a. Quantitatively analyze text. b. Test a hypothesis. c. Develop theory from data. d. Validate existing theories.

27. A correlation coefficient of -0.85 indicates: a. No correlation. b. A moderate positive correlation. c. A strong negative correlation. d. A weak positive correlation.

28. Data analysis helps researchers to: a. Make decisions based on evidence. b. Avoid collecting data. c. Write the literature review. d. Define the research topic.

29. Which of the following best illustrates a longitudinal design in applied linguistics?. A. Tracking students’ vocabulary growth over three academic years. b. C. Testing a grammar lesson in one class. c. D. Conducting one interview with a teacher. d. B. Comparing students from different schools once.

30. Which data collection method suits longitudinal qualitative research best?. a. C. Laboratory experiments. b. Repeated in-depth interviews or observations. c. D. Secondary database analysis only. d. A. One-time online questionnaires.

31. What is the mean of the dataset: 2, 4, 6, 8, 10?. a. 5. b. 8. c. 6. d. 7.

32. What is commonly included in the findings of a qualitative report?. a. ANOVA results. b. Quotations from participants. c. Histograms. d. Inferential statistics.

33. What distinguishes longitudinal research in applied linguistics?. a. B. observation of language development over extended periods. b. C. comparison of different learner groups only. c. A. study of learners at a single point in time. d. D. focus solely on test validity.

34, Which of the following is the correct APA in-text citation for one author?. a. (Smith 2020). b. (Smith; 2020). c. (Smith, 2020). d. [Smith, 2020].

35. A frequency distribution table is used to: a. Analyze qualitative data. b. Show the spread of data over intervals. c. Display the research problem. d. Conduct hypothesis testing.

36. Which of the following is essential when writing the limitations section of a research report?. a. Discussing potential biases. b. Including detailed statistical analysis. c. Ignoring any weaknesses. d. Providing a list of references.

37. In reporting qualitative or mixed methods research, credibility can be enhanced by: a. Using only one data source. b. Altering quotes. c. Member checking. d. Ignoring participant feedback.

38. What defines a mixed methods research report?. a. Use of experimental design only. b. Use of only surveys. c. Use of only qualitative data. d. Use of both quantitative and qualitative data.

39. Ethical challenges in LQR often involve: a. C. Lack of confidentiality. b. A. Simple one-time consent. c. B. Managing participant burden and re-consent over time. d. D. Ignoring emotional impact.

40. A key characteristic of qualitative and mixed methods writing is: a. Emphasis on meaning and context. b. Avoiding subjectivity. c. Focus on generalizability only. d. Objective detachment.

41. Which of the following best describes a key characteristic of qualitative research?. a. C. Reliance on large, random samples. b. B. Use of numerical data for hypothesis testing. c. D. Application of inferential statistics. d. A. Focus on exploring meaning and understanding.

42. The APA 7th edition recommends which font for readability and accessibility?. a. Courier 12 pt. b. Calibri 11 pt. c. Times New Roman 10 pt. d. Comic Sans 11 pt.

43. Which of the following is a continuous variable?. a. Number of children. b. Eye color. c. Gender. d. Weight.

44. What should be clearly described in a mixed methods report?. a. Integration procedures. b. Random assignment. c. One research question. d. Only the qualitative framework.

45, What is the primary purpose of the introduction section in a research report?. a. To present the data analysis. b. To discuss limitations. c. To summarize findings. d. To provide background and rationale for the study.

46. Transferability in qualitative research is similar to which quantitative concept?. a. C. Objectivity. b. D. Internal consistency. c. A. Reliability. d. B. External validity or generalizability.

47. Why are longitudinal studies valuable in language acquisition research?. a. A. They eliminate time effects. b. D. They ignore individual differences. c.B. They reveal developmental patterns and trajectories. d. C. They rely only on surveys.

48. The Chi-square test is used for: a. Ratio data. b. Interval data. c. Normally distributed data. d. Categorical data.

49. Which is NOT a rationale for using mixed methods?. a. A. Triangulating findings to validate results. b.C. Reducing the workload of the researcher. c. B. Expanding understanding by using complementary data. d. D. Offsetting weaknesses of one approach with strengths of another.

50. Which type of research aims to build knowledge?. a. Applied research. b. Action research. c. Experimental research. d. Basic research.

51. Which component should be included in the conclusion of a mixed methods report?. a.Implications for practice and future research. b. A critique of previous studies. c. A summary of all data analysis methods used. d. A detailed description of the data collection.

52. Which of the following is a step in content analysis?. a. Using random sampling. b. Categorizing codes. c. Transcribing videos. d. Conducting experiments.

53. Which process helps refine categories?. a. Data ignoring. b. Theoretical coding. c. Hypothesis testing. d. Data omission.

54. Which measure of central tendency is most affected by outliers?. a. Median. b. Range. c. Mean. d. Mode.

55. What is the main advantage of mixed methods research?. a. It simplifies data collection. b. It combines strengths of both qualitative and quantitative approaches. c. It requires less time than single-method research. d.It focuses solely on numerical data.

56. Which of the following is a feature of quantitative research?. a. Observational journaling. b. Statistical analysis. c. Subjective interpretation. d. Open-ended interviews.

57. What is the most appropriate format for presenting numerical results in a quantitative report?. a. Appendices only. b. Narrative paragraphs. c. Bullet points. d. Tables and graphs.

58. What does data interpretation involve?. a.Gathering participant consent. b.Drawing conclusions from results. c.Conducting interviews. d.Entering values into software.

59. A mixed methods report often includes: a.No methodology section. b.Separate results and integrated discussion. c.Statistical software descriptions only. d.Only quotes from participants.

60. Which value of Pearson’s r suggests no correlation?. a.0. b.-1. c.0.5. d.1.

61. Which table element should include descriptive statistics such as mean and standard deviation?. a.Table heading. b.Footnote. c.Title. d.Data cells.

62. Which of the following is a non-parametric test?. a. T-test. b. ANOVA. c. Mann-Whitney U test. d. Pearson correlation.

63. Which style manual is most commonly used for writing quantitative research reports in the social sciences?. a. APA. b. Chicago. c. Harvard. d. MLA.

64. What does the standard deviation measure?. a. The frequency of a value. b. The average score. c. The central value. d. The spread of data from the mean.

65. What is action research primarily used for?. a. Solving specific problems in practice. b. Conducting lab-based experiments. c. Exploring animal behavior. d. Proving universal theories.

66. Which of the following is a descriptive statistic?. a. Chi-square. b. Standard deviation. c. T-test. d. Regression.

67. Which section is unique in its depth in qualitative research reports?. a. Introduction. b. Results. c. Abstract. d. Methodology.

68. Where should the research hypotheses be introduced?. a. In the Methods section. b. In the References. c. In the Results section. d. In the Introduction or Literature Review.

69. Grounded theory emphasizes: a.Emergent concepts. b.Predefined variables. c.Structured interviews. d.Numerical accuracy.

70. What is a key feature of non-parametric tests?. a.They require interval data. b.They use parametric assumptions. c.They are distribution-free. d.They only work for large samples.

71. What is the primary purpose of the "Discussion" section in a quantitative report?. a.To repeat the method. b.To list all tables. c.To interpret results and relate them to hypotheses. d.To write citations.

72. Read the following extract and identify the best method to collect data: “Analysis of Assessment Techniques for Reading Comprehension in EFL”. a.Mixed method research. b.Qualitative method. c.Quantitative method. d.Experimental research method.

73. Ethical considerations in qualitative and mixed methods research often involve: a.Ignoring IRB approval. b.Deleting participant data. c.Protecting participant identity and informed consent. d.Publishing raw data.

74. In qualitative research, developing categories helps to: a.Create numerical models. b.Structure complex data. c.Simplify findings. d.Avoid interpretation.

75. Which of the following is NOT typically emphasized in APA formatting?. a.A reference page. b.Footnotes for all references. c.In-text citations. d.Double-spacing.

76. What is a defining feature of quantitative research?. a.B. Emphasis on measurement and variable relationships. b.D. Focus on participant meanings. c.C. Use of narrative description. d.A. Use of open-ended interviews.

77. What is the main purpose of a t-test?. a.To find relationships. b.To calculate probability. c.To identify frequencies. d.To compare means.

78. What edition of the APA manual introduced updated guidelines for bias-free language?. a.4th. b.5th. c.6th. d.7th.

79. which is the method to seek convergences, correspondence, and corroboration of results from different methods. a.Side by side. b.Questionary. c.At random. d.Triangulation.

80. In a mixed methods study, what does “integration” mean?. a.Merging results from both approaches. b.Writing the report faster. c.Combining fonts in the report. d.Avoiding discussion of methods.

81. What is a key characteristic of qualitative research reporting?. a.Emphasis on numbers and metrics. b.Use of statistical tests. c.Rigid structure and format. d.Focus on participants’ perspectives and context.

82. What is an example of qualitative research?. a.Longitudinal study. b.Interview-based case study. c.Randomized control trial. d.Survey of 1000 people.

83. What is an important consideration when presenting qualitative findings?. a.Maintain participant voice and context. b.Ensure statistical significance. c.Use bar graphs. d.Present numeric scores.

84. What style is typically used for writing quantitative reports?. a.Poetic and expressive. b.Technical and precise. c.Descriptive and narrative. d.Conversational and informal.

85. In APA format, how should tables be labeled?. a.Using only titles without numbers. b.As Table 1, Table 2, etc., with italicized titles. c. With Roman numerals and titles in bold. d.As Figure 1, Figure 2, etc.

86. When formulating mixed methods research questions, it is important to: a.B. Include separate and integrative questions. b.C. Write only qualitative questions. c.A. Avoid aligning the questions with data types. d.D. Skip hypotheses entirely.

87. What is a research hypothesis?. a.A final conclusion. b.A literature summary. c.A proposed explanation. d.A statistical error.

88. Interdisciplinary research involves: a.Combining multiple fields. b.Focusing on one subject. c.Using one research method. d.Ignoring other disciplines.

89. Categories should be: a.Numeric only. b.Mutually exclusive and exhaustive. c.Based on researcher bias. d.Broad and undefined.

90. The "Method" section of a quantitative report typically includes: a.Ethical considerations only. b.Hypotheses and theoretical framework. c.Summary and recommendations. d.Participants, procedures, and instruments.

91. If two variables are correlated, it means: a.They are equal in value. b.They change together in a predictable way. c.They are statistically identical. d.One causes the other.

92. In a quantitative report, what should be included in the methods section?. a.Descriptions of participants, materials, and procedures. b.A detailed literature review. c.Personal reflections on the study. d.A summary of findings.

93. Which citation style is often preferred in quantitative reports involving education research?. a.IEEE. b.APA. c.Chicago. d.Turabian.

94. The central research problem in mixed methods should: a.B. Ignore philosophical foundations. b.D. Be reducible to a single hypothesis. c.A. Favor one paradigm over another. d.C. Reflect a complex issue that cannot be fully understood by one approach alone.

95. When reporting quantitative findings, which statistical measure is commonly included?. a.Mean, median, and mode. b.Interview summaries. c.Thematic coding. d.Case studies.

96. Category development in qualitative research involves: a.Ignoring non-relevant data. b.Selecting survey tools. c.Grouping similar codes. d.Choosing statistical formula.

97. What should a writer avoid in the discussion section of a research report?. a.Linking findings to the literature. b.Discussing implications. c.Summarizing key findings. d.Speculating without evidence.

98. In reporting qualitative or mixed methods research, credibility can be enhanced by: a.Using only one data source. b.Altering quotes. c.Ignoring participant feedback. d.Member checking.

99.What is the correct order of sections in a typical quantitative research report?. a.Title, Literature Review, Results, Method, Conclusion. b.Abstract, Literature Review, Method, Results, Discussion. c.Title, Abstract, Introduction, Method, Results, Discussion. d.Introduction, Method, Results, Discussion, Conclusion.

100. Which section of a qualitative report focuses on interpreting the findings?. a.Results. b.Literature review. c.Method. d.Discussion.

100. What is axial coding used for?. a.Labeling quantitative data. b.Linking categories and subcategories. c..Testing categories. d.Randomizing data.

102. Which of the following is considered best practice when presenting statistical data?. a.Use only visuals without explanation. b.Present raw data. c.Provide visual and textual interpretations. d.Skip explanation to reduce redundancy.

103. What type of data is the variable “temperature in Celsius”?. a.Nominal. b.Ratio. c.Ordinal. d.Interval.

104. A mixed methods research problem should: a.D. Exclude interpretive questions. b.A. Be answerable by only one type of data. c.C. Focus exclusively on statistical significance. d.B. Justify the need for both qualitative and quantitative approaches.

105. In mixed methods design, the formulation of subquestions should: a.A. Remain identical for both strands. b.C. Avoid mentioning integration. c.D. Use only descriptive phrasing. d.B. Align with the type of data collected in each phase.

106. Content analysis is primarily used to: a.Predict future behavior. b.Perform lab experiments. c.Measure numerical differences. d.Quantify textual data.

107.Reflexivity in qualitative research means: a.D. Ignoring researcher bias. b.A. Eliminating all subjectivity. c.B. Reflecting critically on one’s own influence in the research process. d.C. Focusing solely on numerical accuracy.

108. A p-value of 0.03 suggests that: a.The result is not statistically significant. b.The result is statistically significant. c.The sample is too small. d.The hypothesis is proven.

109. What is the purpose of a literature review in a research report?. a.To summarize findings. b.To establish the theoretical framework and context for the study. c.To provide personal opinions. d.To discuss future research directions.

110. What is applied research focused on?. a.Solving practical problems. b.Understanding abstract concepts. c.Testing laws of physics. d.Developing theory only.