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How Many Points Should a Likert Scale Have? Comparing 4-, 5- and 7-Point Scales for Research
Should you use a 4-, 5- or 7-point Likert scale? Compare their differences, research examples and effects on data to choose the right scale for your questionnaire.

Data Investigator Team
Aug 209 min read


Open-Ended vs Closed-Ended Questions: What’s the Difference and Which Should You Use in Research?
Open-ended vs closed-ended questions: understand their differences, advantages and limitations, and learn which question type is suitable for your research.

Data Investigator Team
Aug 195 min read


What to Do When Cronbach’s Alpha Is Below 0.7
Don’t panic if your Cronbach’s Alpha is below 0.7! This article explains how to review and improve the reliability of your questionnaire and introduces Data Investigator — experts in statistical data analysis, thesis support, and research consulting with over 15 years of professional experience.

Data Investigator Team
Oct 12, 20252 min read


What is Negative Questions in Research? Application, Data Analysis, and Precautions
บทความนี้จะอธิบายว่า คำถามเชิงลบคืออะไร ควรใช้ในงานวิจัยประเภทใด วิธีวิเคราะห์ข้อมูลที่มีคำถามเชิงลบ และข้อควรระวังในการใช้งาน

Data Investigator Team
Mar 11, 20254 min read


Analyzing IOC (Item-Objective Congruence) of Questionnaires
This article discusses the importance of IOC analysis in questionnaire development and the process involved.

Data Investigator Team
Jul 11, 20242 min read


What is Reliability Test with Cronbach's Alpha?
Learn how to conduct Reliability Test using Cronbach's Alpha to analyze the consistency of questionnaire data in research.

Data Investigator Team
Jul 2, 20243 min read
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