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Methodology of Research and Statistical Techniques




                 Notes          phase to push certain conclusions or agendas. For this reason, it is important to pay attention
                                when data analysis is presented, and to think critically about the data and the conclusions
                                which were drawn.
                                Charts, graphs, and textual writeups of data are all forms of data analysis. These methods are
                                designed to refine and distill the data so that readers can glean interesting information without
                                needing to sort through all of the data on their own. Summarizing data is often critical to
                                supporting arguments made with that data, as is presenting the data in a clear and understandable
                                way. The raw data may also be included in the form of an appendix so that people can look
                                up specifics for themselves.

                                7.1    Data Analysis

                                In general, most evaluations conducted by local programs would lend themselves to
                                descriptive analysis of data. Descriptive analysis is a way of summarizing and aggregating
                                results from groups. If an evaluation has been conducted which employs a control group,
                                or measures changes in program participants over time, then it might be appropriate to
                                employ inferential analysis in which a decision is made about whether the particular
                                results of the study are “real”. More emphasis will be placed on descriptive analysis in
                                this fact sheet.


                                7.1.1  Verbal Description of Data
                                Many reports rely on narrative information to present most, if not all, of the necessary information.
                                Narrative information may be presented in three ways: standard writing style; tables; and/or,
                                figures, diagrams, maps, and charts.

                                Standard writing style, that is, the use of sentences and paragraphs, is often the best way to
                                present information, especially to audiences that are not accustomed to working with charts,
                                graphs, tables, numbers, etc. It is the only way to present information such as examples and
                                explanations. If standard writing style is used to summarize the results of open ended questions
                                (“What do you like most about the program?”), it is often useful to give some indication of
                                how often a particular response was given.

                                Tables represent narrative or numerical information in tabular fashion. A table arranges information
                                in rows or columns, so that data elements may be referred to easily. They provide a clear and
                                succinct way to present data, and are often more simple and understandable than standard
                                writing style. They also facilitate the interpretation of data.
                                Figures, diagrams, maps and charts present verbal information visually. They often describe
                                information more clearly than several paragraphs of description. Common forms of figures are
                                flow charts; organization charts; GANT charts; and/or maps.
                                •    Flow charts are particularly useful for presenting relationships and/or describing the
                                     sequence of events and the location and result of decisions.
                                •    Organization charts are useful for presenting the chain of responsibility in a program.
                                •    GANT charts list a set of tasks. They indicate the time each task is to be performed and
                                     by whom.
                                •    Maps visually describe certain geographical areas. They are useful in describing different
                                     conditions for individual geographical areas.






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