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DIME Analytics has created iefieldkit as a package in Stata to support the process of primary data collection from start to finish. In most cases, third party survey firms or local partners collect data on behalf of the research team. Therefore, data quality assurance is a particularly important aspect of data collection. ietestform allows the research team to test Open Data Kit (ODK)-based electronic survey forms for common errors, as well as best practices for SurveyCTO-based forms before field data collection starts. For example, the SurveyCTO server has a built-in test feature that tests the ODK syntax of a form when it is uploaded by the research team. ietestform complements these built-in tests to ensure that the collected data is in a format that is easily readable in Stata, and warns users who use practices we have learnt are prone to data quality errors.

Read First

  • Stata coding practices.
  • iefieldkit.
  • To install ietestform, type ssc install ietestform in Stata.
  • To install all the commands in the iefieldkit package, type ssc install iefieldkit in Stata.
  • For instructions and available options, type help ietestform.

Overview

In Open Data Kit (ODK)-based electronic survey kits, including SurveyCTO, survey forms (or questionnaires) are typically built in Excel using a specialized structured syntax. Before the research team starts with field data collection, they can use ietestform to test ODK-based electronic survey forms for common errors, as well as best practices for SurveyCTO-based forms.

For example, the SurveyCTO server has a built-in feature that tests the ODK syntax of a form when it is uploaded by the research team. ietestform complements these built-in tests to ensure that the collected data is in a format that is easily readable in Stata, and warns users who use practices we have learnt are prone to data quality errors. Therefore, the ietestform command should be used after testing the survey form on a SurveyCTO server to make sure there are no syntax errors.

Syntax

The basic syntax for ietestform is as follows: 

ietestform 
  , surveyform("filename.xlsx") 
    report("report.csv")

The ietestform command generates a report in .csv format. The report flags errors in coding, as well as practices that are not strictly wrong, but which may indicate bad practices, and therefore need a manual review. The report generated by ietestform can be displayed in a number of software applications, and can also be used with collaboration tools like GitHub.

If you think that the command incorrectly flagged issues in your SurveyCTO form, please report the case here to help DIME Analytics improve the command. Refer to the following sections for a detailed explanation of the tests performed by ietestform. These tests flag errors that may interrupt field work. Note that the ietestform should be used only after the form has passed the ODK syntax checks on the SurveyCTO server.

Required Column

Required fields ensure that the enumerators (the people collecting data in the field) cannot proceed without entering a response to a particular field (each question is a feild). This prevents submissions of incomplete forms, and helps ensure that enumerators complete forms in the right order. A field is required if it has the "Yes" value in the required column.

It is common that respondents does not have an answer, or do not want to share an answer, to a question, but a missing value should never be used to represent such non-answers. Instead, the questionnaire should allow non-answers, for example, "I do not know" or "Decline to answer" as valid answers. Therefore, almost all fields should be required in an ODK survey while still being able to handle non-answers.

Note that only column types that show up when filling the form are affected by that value. For example, fields like begin_group, end_repeat, text_audit do not show up while filling the form, and so tests related to the required columns ignore these fields.

ietestform runs two tests related to the required columns depending on whether they are note type or non-note type. Fields which are of the note type are those for which the enumerator does not have to enter any input. Instead, the enumerator only needs to read out a specific text note.

Non-note fields: required

ietestform tests to make sure that all fields that are not of note type have the value "Yes" in the required column, that is, they are required. The final report then lists all those fields not of type note, but are not required.

Even when some type of non-response by a respondent, such as “Declined to answer”, is acceptable, there should always be a valid method to record the reason for no response. The enumerator should not leave the input field empty in this case. The absence of a recorded answer should only mean that the enumerator did not ask the question during the survey. In cases where it is acceptable to skip a question, you should use an appropriate relevance condition.

Fields that record GPS coordinates for instance, are some of the fields that may intentionally have a "No" value under the required column. Such fields often have their type as geopoint, geoshape, or geotrace. If you know that you will have no problem collecting GPS coordinates, then you should have a "Yes" value in the required column to ensure that you get valid data points.

However, if GPS coordinates are difficult to collect, then it might be a good idea to not have a "Yes" value under the required column. This will allow the enumerator to complete the other fields and submit the survey even if it is not possible to record GPS coordinates. In this case, ietestform will still report these fields, but you can still proceed with launching the survey if it was an active decision you are happy with.

Note fields: not required

While fields of the note type can have a "Yes" value in the required column, they cannot record an input. Therefore, if an enumerator comes across such a field during a live survey , they cannot move past this field. In this case, there is no way to continue with the interview, and the enumerator will not be able to submit the data already collected from previous questions. ietestform therefore reports a list of all fields that are of the note type, and have a "Yes" value in the required column.

Note that there are cases in which note fields which are required may be useful. Since enumerators cannot move past these fields, you may use them with a relevance condition so that these fields show up if an earlier entry in the form is incorrect. This will force the enumerator to go back and correct the error before continuing with the interview..

For example, enumerators often enter respondent IDs twice to make sure there is no typo in the ID. You may name the two entry fields id1 and id2. Then you can follow these fields with a required note field which has the relevance expression as ${id1} != ${id2}. In this case, the note type field will only appear if the two entries are not identical. You can use the note text to inform the enumerator that the two ID fields are not identical, and that the enumerator must go back and change the values in order to continue.

Matching begin_ and end_

The ietestform checks that all begin_group fields are matched by an end_group, and that all begin_repeat fields are matched by an end_repeat. While the ODK syntax tester on the SurveyCTO server also tests for matching begin_ and end_ values, ietestform command provides additional information that makes it faster and easier to solve this problem, especially when the survey form (or questionnaire) is very large.

For example, ODK does not require that the end_group and end_repeat fields should have field names (begin_group and begin_repeat are requred to have names). This makes it difficult to identify where the error is in the underlying survey form. However, ietestform fills that gap because it requires also end_group and end_repeat fields should have names and that they should match the corresponding begin_group and begin_repeat field. ietestform lists these missing names in the report, along with the row number (in the Excel form) of other non-valid begin_ and end_ pairs.

For a begin_ and end_ pair to be considered valid by ietestform, the following three criteria must be met:

  1. For each begin_ field, there must be an end_ field.
  2. The corresponding end_ field must be of the correct type. That is, a begin_group should not be closed by an end_repeat, and a begin_repeat should not closed by an end_group.
  3. The names of the end_ fields must match the names of begin_ fields. The SurveyCTO server already tests to makes sure that the begin_ names are unique, so each begin_ and end_ pair will also be unique if this condition is met.

Naming and Labeling

ODK applies very few restrictions to field names and other inputs. Therefore, datasets crated in ODK often contain variable names and labels that are not valid in Stata and will cause an error when the dataset is imported in Stata. For example, ODK only requires that all variable names must be unique, and does not allow the use of a few special characters. The ODK syntax test on the SurveyCTO server tests for only these restrictions. ietestform performs some additional tests which ensure that the datasets are valid, and optimized for being imported in Stata.

Stata-specific labels

ietestform returns a flag if your survey form is not programmed to display Stata-specific labels. In SurveyCTO, for instance, you can program your form to display questions in multiple languages. This is done by creating label columns named label:english, label:swahili, label:hindi, and so on. You can then choose which language to use for labels when exporting the dataset to Stata from SurveyCTO.

You can use the same feature to create Stata-specific labels, by adding a label "language" called label:stata. You can obviously add and modify labels after importing the dataset to Stata as well. However, this is the simplest way to add Stata-specific labels. If this practice is not used, the data set may end up being incorrectly labeled. ietestform applies the same test on the choices sheet as well, to ensure that all labels in the choices sheet are optimized for importing into Stata.

Length of variable labels

In Stata, there is a restriction on the length of variable labels. Variable labels in Stata cannot be longer than 80 characters, and Stata truncates variable labels that are longer. ietestform checks for this by listing all fields with entries in Stata's label column that are longer than 80 characters.

Length of variable names

Similarly, Stata also restricts the length of variable names to 32 characters. If the name is longer than that, Stata will either truncate the name, or replace the name with generic names like var1, var2, etc. if the truncated name is no longer unique. While you can make these changes in Stata as well, it is much easier to solve these issues before starting with the data collection. ietestform therefore flags all fields with variable names longer than 32 characters.

Length of field names in repeat groups

With respect to field names in repeat groups, ietestform lists two kinds of fields in the report. Firstly, it lists fields in repeat groups that have names that will be too long in the wide format after exporting to Stata. Secondly, it lists fields in repeat groups for which the risk of having names that are too long is high, but not certain.

It is important to remember that when you use the SurveyCTO-generated Stata do-file, or export a dataset in wide format, a suffix is automatically added to the variable names that are created inside repeat groups. For example, if a group of questions is repeated three times, the wide version of the resulting dataset will contain three variables for each question in the repeat group. Each of these three variables will have the same name, followed by 1, 2 and 3, that is varname_1, varname_2, and varname_3. Therefore, variables created inside a single repeat group should not have a name that is longer than 30 characters so that final length is not longer than 32 characters.

Similarly, if the field is in a nested repeat group (a repeat group inside another repeat group), a suffix will be added once for each repeat group. In this case, the actual restriction on the length that will be used by ietestform is given by this formula: 32 − (2 × depth of nested repeats). In this case, ietestform will list all variables that have names longer than the number given by this formula.

However, these restrictions assume that there are no more than 9 questions in each repeat group. If there were more than 9 questions, the suffixes would be 10, 11, etc., which take up three characters. For example, for the 10th question of a repeat group , the variable name would be suffixed as varname_10. In this case, ietestform lists all fields with names that are longer than 32 − (3 × depth of nested repeats). This is an example of the second test, since it is is uncertain whether this will create an issue with names that are too long. However, if you think that field names are so long that they might be reported by this test, you may consider reducing the length of the field names.

Repeat group naming conflicts

ietestform also flags name conflicts that could result from repeat suffixes (like _1, _2) that are added to field names inside a repeat group. The ODK syntax test in SurveyCTO checks whether field names are unique. For example, the names myvar and myvar_1 are unique according to the ODK syntax test. But if myvar appears as a variable in a repeat group, it will appear with a repeat suffix as myvar_1 for the answer to the first question in the repeat group. This will then create a name conflict with the variable named myvar_1 which lies outside the repeat group.

In such cases, ietestform flags all variables inside a repeat group that could possibly create such a naming conflict. For example, if there is a variable with the name myvar, the command checks if there are any other variable names with the format myvar_#, where # is one or more digits. Similarly, if the variable myvar is in a nested repeat group (a repeat group inside a repeat group), then ietestform checks for myvar_#, myvar_#_# and so on.

Note: If the variables myvar and myvar_1 are both in non-nested repeat groups, there will be no naming conflicts. In this case, the repeat suffixes will generate myvar_1 and myvar_1_1. However, ietestform will still list these fields as it may be not be clear to someone going through the dataset that myvar_1 is from the field myvar, and not from myvar_1.

Leading and trailing spaces

ietestform also reports any fields that have leading (" ABC") or trailing ("ABC ") spaces, as these can cause unexpected problems. For example, consider a list in the choice sheet called "village", but what is actually written is "village ". In Excel you will not see this extra space unless you look closely. While some tools will treat this as "village", others might treat it as "village ", which are not the same. ietestform will flag these fields so you can resolve this error.

Choice Lists

ietestform tests also deal with choice lists, that is, lists that are created for select_one and select_multiple types of fields in the choices sheet on Excel. The choices sheet lists all response labels in a separate Excel sheet, along with corresponding integer values. The ODK syntax is very lenient when it comes to choice lists which are then translated into value labels in Stata. This can lead to a lot of errors such as typographical errors, missing values, and duplicate values which affect the datasets imported into Stata. ietestform flags issues like these that can arise due to coding errors in ODK-based platforms. For example, unused choice lists and duplicate labels could mean that the person coding the survey copied and pasted the elements of a list incompletely or incorrectly.

Numeric value and name

Stata usually stores categorical data by assigning integer (numeric) values to string (alphabetical) labels. For example, this means assigning a value of 2 to "Yes", 1 to "No", and 0 to "Declined to answer". Although SurveyCTO allows string values for questions that have categorical responses, we recommend using integer labels instead. This is because string labels take up more memory, especially when importing large datasets, and many Stata functions that deal with categorical variables cannot handle string labels. ietestform therefore reports all list items that have a non-numeric value in the value or name column.

Unused choice lists

ietestform checks that all choice lists defined in the choices sheet are actually used in at least one select_one or select_multiple field in the survey sheet. While it is not incorrect to have some lists that are unused, it could still be a sign of choice lists that are not in sync with an updated version of the survey form. In such cases, unused choice lists can cause errors, or contain items that will not be displayed during the survey.

For example, imagine you have 10 villages in a choice list called village, but you incorrectly type vilage for one of them. Then, according to ODK syntax you will have two lists - one called village with 9 items, and one called vilage with 1 item. In this case, it is likely that there are no select_one or select_multiple fields that uses the choice list called vilage, so ietestform is a good way to spot a typographical error like this.

Duplicate value and label

ietestform makes sure that there are no duplicates in the names given to individual items in a choice list , and the codes (under the value column) assigned to each item in the choices sheet. This test will list all items of the choice list that have the same two values under the name and value columns.

ietestform also makes sure that there is only one label in a given choice list for a given code. This test lists all list items that have the same two values in the name and label columns. For example, suppose that for the choice list called village, "Village A" and "Village B" both have the same code, that is, 1, under the code column. Then ietestform will list both "Village A" and "Village B" along with the name of the choice list, that is, village.

Missing label, value, or name

In the first part of this test, ietestform lists all items in a choice list that have an entry under the label column, but have nothing under the value or name column. In the second part of the test, it also lists cases where the exact opposite occurs. This can sometimes happen when the survey form is programmed in multiple languages, or when the coding is incomplete.

Related Pages

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This page is part of the topic iefieldkit.

Additional Resources

Other frameworks for testing ODK-based or SurveyCTO forms include:

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