Challenges in Data Collection and AnalysisData Quality Issues – Incomplete, inaccurate, or inconsistent data can lead to unreliable results.Data Privacy and Security – Collecting and storing sensitive data require strict compliance with privacy laws.High Volume of Data – Managing and analyzing large datasets require powerful tools and resources.Bias in Data – Sampling errors or biased data sources can lead to misleading conclusions.Integration of Data Sources – Combining data from different sources may lead to compatibility issues.Time and Cost Constraints – Data collection and analysis require significant time, effort, and financial resources.Lack of Technical Expertise – Understanding complex data analysis methods may require specialized knowledge.Rapidly Changing Data – Data may become outdated quickly, affecting decision-making.Ethical Considerations – Misuse or misinterpretation of data can lead to ethical concerns.Software and Tool Limitations – Some tools may not be sufficient for advanced analysis needs.