Survey Data Processing

A skill for cleaning, recoding, and preparing survey response data for statistical analysis. Covers handling common survey data issues such as incomplete responses, attention check failures, reverse-coded items, scale construction, open-ended response coding, and export to analysis-ready formats compatible with SPSS, Stata, and R.

Survey Data Quality Assessment

Initial Inspection Workflow

Survey data from platforms like Qualtrics, SurveyMonkey, REDCap, and Google Forms each have their own export formats and quirks. The first step is always standardization.

import pandas as pd
import numpy as np

def assess_survey_quality(df, duration_col="duration_seconds",
                          min_duration=60):
    """
    Generate a survey data quality report.