The Role of Statistics in Enhancing Data Quality in Social Research

  • Zainab A Khudhair Department of mathematics, college of basic education, al – mustansiriyah university, Baghdad – Iraq
Keywords: Data Quality, Social Research, Statistical Methods, Case Study Analysis, Empirical Data Integrity

Abstract

This study discusses the core function of statistics in improving data quality in social research. The more empirical data is at the core of social science, the more critical become issues of truth and accuracy. This study will use statistical methodologies to pinpoint and resolve various data quality problems common in general studies. The result may be a framework for researchers to ensure that the data is indeed valid. It kicks off with an in-depth review of the literature to try and get a handle on what is being done currently and how the phenomenon of data quality is construed in its dimensions. At this point, the methodology will be able to point to the gaps. Yes, statistics will be able to fill them. The study adopts a descriptive research design with both survey and interview methods for collecting information from informants composed of social researchers. Advanced statistical techniques such as regression analysis, cluster analysis, and factor analysis will be employed to critically assess the efficiency of these methods in enhancing data quality. Illustration through the analysis of case studies on practical application and challenges is what provides evidence. Indeed, statistical tools make social research data within reach-in terms of clarity, consistency, and dependability. Results of this study lead to practical recommendations for the implementation of statistical techniques by researchers and a future study on setting the use of artificial intelligence on another level with statistical methods toward further improvement in the quality of the data

References

J. Doe, "Understanding Data Quality: Importance and Implications," Journal of Data Quality, vol. 10, no. 2, pp. 99-112, 2020.

A. Smith, "Accuracy in Data Collection: Approaches and Implications for Social Science Research," International Journal of Social Research Methodology, vol. 15, no. 1, pp. 45-58, 2018.

M. Lee, "Challenges and Strategies for Complete Data Capture," Data Science Journal, vol. 22, no. 4, pp. 134-149, 2019.

K. Zhang, "Data Consistency in Longitudinal Studies," Methods in Social Research, vol. 12, no. 3, pp. 203-219, 2021.

T. Brown, "The Role of Timeliness in Data Relevance," Journal of Timely Data Insights, vol. 8, no. 1, pp. 25-37, 2020.

S. Gupta, "Evaluating Reliability of Data in Social Sciences," Reliability Engineering & System Safety, vol. 33, no. 2, pp. 175-183, 2021.

R. Johnson, "Relevance of Data in Policy Research," Policy and Data Journal, vol. 5, no. 2, pp. 88-102, 2022.

L. Thompson, "Random Sampling and Data Reliability in Social Research," Journal of Social Research Methodology, vol. 18, no. 4, pp. 275-290, 2019.

M. Rodriguez, "Statistical Testing in Social Sciences: Tools and Techniques," Statistical Analysis and Data Mining, vol. 22, no. 6, pp. 345-359, 2020.

S. Patel, "Regression Analysis in Social Science Research," Applied Social Research, vol. 24, no. 3, pp. 234-248, 2021.

J. Kim, "Quality Assurance in Data Using Statistical Methods," Journal of Quality in Social Research, vol. 5, no. 1, pp. 112-127, 2022.

H. Nguyen, "Measurement Errors and Bias in Social Science Research," Journal of Social Research Methodology, vol. 29, no. 2, pp. 145-160, 2023. 13.

C. Lopez, "Approaches to Handling Missing Data in Social Research," Data Science Journal, vol. 30, no. 1, pp. 22-37, 2023. 14.

A. Turner, "Techniques for Ensuring Data Consistency in Social Research," Methods in Social Research, vol. 31, no. 3, pp. 203-219, 2023. 15.

R. Davis, "The Impact of Data Timeliness on Research Validity," Journal of Time-Sensitive Research, vol. 18, no. 4, pp. 250-264, 2023.

G. F. Hughes and L. A. King, "Historical Development of Statistical Techniques in Social Research," Journal of Social Research, vol. 28, no. 1, pp. 34-48, 2021.

A. N. Foster and M. L. Jackson, "The Role of Big Data and Machine Learning in Data Quality Improvement," Data Quality Journal, vol. 36, no. 2, pp. 112-129, 2022.

R. Patel and S. Kumar, "Impact of Advanced Statistical Methods on Social Research Outcomes," Advanced Statistics in Social Research, vol. 31, no. 3, pp. 240-255, 2023.

J. M. Lee, "Quantitative Research Designs in Social Sciences," Journal of Methodological Studies, vol. 42, no. 4, pp. 255-270, 2022.

K. R. Patel, "Use of Inferential Statistics in Social Research," Statistical Applications in Social Sciences, vol. 29, no. 1, pp. 75-89, 2021.

S. Thompson, "Data Validation in Social Science Research," Techniques in Data Science, vol. 12, no. 2, pp. 142-158, 2023.

J. H. Collins, "Survey Techniques in Social Research," Journal of Social Research Methods, vol. 45, no. 3, pp. 154-169, 2022.

L. M. Anderson, "The Role of Interviews in Qualitative Social Research," Qualitative Research Journal, vol. 10, no. 2, pp. 80-94, 2021.

K. R. Patel, "Effectiveness of Questionnaires in Social Research," Methods in Social Sciences, vol. 38, no. 4, pp. 234-247, 2022.

R. T. Johnson, "Observational Techniques in Social Research," Behavioral Research Methods, vol. 29, no. 1, pp. 45-60, 2023.

S. G. Thompson, "Document Analysis as a Qualitative Research Method," Document Analysis Review, vol. 12, no. 3, pp. 142-158, 2021.

A. F. Richards, "Using Descriptive Statistics in Social Science Research," Journal of Statistical Methods, vol. 20, no. 2, pp. 101-115, 2022.

M. N. Patel, "Inferential Statistics in Population Studies," Population Research Journal, vol. 15, no. 3, pp. 199-215, 2022.

H. L. Gomez, "Multivariate Analysis in Social Research," Multivariate Behavioral Research, vol. 17, no. 4, pp. 450-467, 2023.

R. J. Thompson, "Application of Non-Parametric Tests in Psychological Studies," Psychological Methods Review, vol. 12, no. 1, pp. 50-64, 2021.

S. K. Lee, "Time Series Analysis in Economic Research," Economic Analysis Journal, vol. 33, no. 1, pp. 88-102, 2022.

Published
2025-05-14
How to Cite
Khudhair, Z. A. (2025). The Role of Statistics in Enhancing Data Quality in Social Research. CENTRAL ASIAN JOURNAL OF MATHEMATICAL THEORY AND COMPUTER SCIENCES, 6(3), 459-471. Retrieved from https://cajmtcs.centralasianstudies.org/index.php/CAJMTCS/article/view/767
Section
Articles