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Working through the Data



6.5 Coding and data entry

In evaluation studies, information is collected about individuals, then analyzed by group to find patterns and trends.

Making sense out of data entails counting responses and tabulating how frequently each occurs, which requires data to be coded and organized.

Coding

  • code individual responses in accordance with a master coding sheet to allow easy computer identification, e.g., male = 1, female = 2; no = 0, yes =1.
  • responses already in the form of numbers, as for age or grade or numeric scales (1-5 from least… to most…), are entered as is
  • blank responses are coded as well, to show where the informant failed or refused to answer the question. The number used is one that will not appear in other coding, like 99, if this is well outside the range of other possible responses

Scales

The response scale for a question on a form or in an interview is usually written from least to most, with the numbers increasing accordingly. Sometimes, however, the ‘least’ option is the most positive response (least dissatisfied, least bullied.) It is important that all the coded scales are in the same direction (all positive or all negative) to enable data from different questions to be compared or cross-tabulated. This reordering has to be done at the coding stage rather than on the data collection form to avoid confusing informants.

Data entry

Data can be entered onto coding forms by hand or directly into a computer.

  • To find and reduce coding errors:
  • have two people enter data separately then compare results (double-entry)
  • or have someone verify data entry by spot-checking for errors against the original coding form or questionnaires.

Common errors to look for are:

  • numbers outside the range of codes (6 for a 1-5 response option)
  • transposed numbers (1.52 instead of 1.25.)

Automatic range checks are provided by most commercial data entry programs.

 

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Last updated: July 2004
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