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PREPUBLICATION Versions An Empirical Investigation of Methods for Maximizing Knowledge and Performance in Framework Documentation using Use Case Maps (UCM) He Wei Loon, Ian Chai1, Tan Choose Hong2,
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01
Determine the research question or hypothesis: Before starting the empirical investigation, it is important to clearly define the research question or hypothesis that you want to explore. This will guide the entire investigation process.
02
Select a suitable research design: Depending on the nature of your research question, choose an appropriate research design. Common designs include experimental, observational, correlational, and survey research. Consider factors such as time, resources, and ethical considerations when making your selection.
03
Identify the target population or sample: Determine the specific population or sample that you want to study. This could be the general population, a specific group, or a subpopulation. Clearly define the inclusion and exclusion criteria for selecting participants or observations.
04
Gather data: Decide on the data collection methods that will best address your research question. This may involve surveys, interviews, observations, experiments, or a combination of methods. Be sure to select methods that are reliable and valid for measuring the variables of interest.
05
Analyze the data: Once you have collected your data, it is time to analyze it. This may involve statistical tests, qualitative analysis, or both, depending on the nature of your research design and the type of data you have collected. Use appropriate statistical software or qualitative analysis techniques to derive meaningful insights from your data.
06
Interpret the results: After analyzing the data, interpret the findings in relation to your research question or hypothesis. Clearly present your results, discussing any patterns, trends, or relationships that you observed. Compare your findings to previous research in the field and discuss the implications of your results.
07
Draw conclusions and make recommendations: Based on your interpretation of the results, draw conclusions and make recommendations for future research or practical applications. Summarize the key findings and discuss their significance in answering the research question or hypothesis.

Who needs an empirical investigation of:

01
Researchers: Empirical investigations are crucial for researchers who aim to contribute new knowledge to their field. By conducting empirical investigations, researchers can gather evidence, test theories, and provide empirical support for their findings.
02
Policy makers: Empirical investigations can provide valuable insights for policy makers. By examining real-world data, policy makers can make informed decisions and develop policies that are based on evidence rather than assumptions.
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Businesses and organizations: Empirical investigations help businesses and organizations understand their customers, market trends, and competitive landscapes. By conducting empirical investigations, businesses can make data-driven decisions and improve their products, services, and strategies.
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Educators: Empirical investigations are important for educators who aim to improve teaching methods and enhance student learning. By conducting empirical investigations, educators can gather evidence on the effectiveness of different teaching strategies and make informed decisions on instructional practices.
05
Students: Students conducting empirical investigations gain valuable research skills and experience. These investigations allow students to develop critical thinking, data analysis, and communication skills that are transferrable to various academic and professional contexts.
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An empirical investigation is a research method that involves collecting and analyzing data to test hypotheses and explore relationships.
Researchers or scientists conducting a study that involves gathering data from experiments or observations are typically required to file an empirical investigation.
To fill out an empirical investigation, researchers should provide a detailed description of the research question, methodology, data collection techniques, analysis methods, and results.
The purpose of an empirical investigation is to gather evidence to support or refute hypotheses, theories, or claims.
Researchers must report details of the study design, data collection procedures, analysis techniques, results, and conclusions in an empirical investigation.
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