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P-Hacking: A Wake-Up Call for the Scientific Community
A Thirumal Raj1, Shankargouda Patil2, Sachin Sarode3
1Department of Oral Pathology and Microbiology, Sri Venkateswara Dental College and Hospital, Thalambur, Chennai, 600130, India. thirumalraj666@gmail.com.
Researchers manipulate data, known as p-hacking or data dredging, to find statistically significant results. This manuscript explores the motivations and negative outcomes of this research misconduct.
Area of Science:
- Research methodology
- Statistical analysis
- Scientific integrity
Background:
- P-hacking, or data dredging, involves manipulating research data to achieve statistical significance.
- This practice undermines the reliability and validity of scientific findings.
Discussion:
- Motivations for p-hacking often stem from pressure to publish or secure funding.
- Consequences include the publication of spurious results and erosion of public trust in science.
Key Insights:
- Understanding the drivers of p-hacking is crucial for developing effective countermeasures.
- Recognizing p-hacking is essential for critical evaluation of research literature.
Outlook:
- Promoting transparent research practices and robust statistical guidelines can mitigate p-hacking.
- Future research should focus on developing automated methods for detecting data manipulation.
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