Planned missing data in early literacy interventions: A replication study with an additional gold standard
Ralph C A Rippe1, Inge Merkelbach2
1Research Methods and Statistics, Institute of Education and Child Studies, Leiden University, Leiden, The Netherlands.
Plos One
|March 29, 2021
Summary
Replication of early literacy intervention results requires precise "gold standard" measures. Only the most accurate assessments successfully replicated findings, highlighting the importance of high-quality data in research.
Area of Science:
- Child Development
- Educational Psychology
- Research Methodology
Background:
- Late preterm infants in digital early literacy interventions showed varied outcomes.
- Replication of previous findings was complicated by the quality of assessment measures used.
- Gold standard measures, while sensitive, are often time-intensive and costly.
Purpose of the Study:
- To investigate the impact of different definitions of "gold standard" measures on the replication of digital early literacy intervention results.
- To explore how measure precision affects the reliability of findings in randomized controlled trials (RCTs).
Main Methods:
- A randomized controlled trial (RCT) involving 695 primary school pupils (normal and late preterm birth).
- Comparison of simpler, complete measures with high-quality, potentially incomplete "gold standard" measures in a subsample.
- Evaluation of five different definitions of gold standard alignment.
Main Results:
- Two out of five gold standard definitions improved precision compared to original results.
- The least precise gold standard definition diminished precision.
- Only the most precise gold standard definition successfully replicated the original study findings.
- Specific factors like alphabetical and writing-only measures yielded comparable estimates to original results.
Conclusions:
- The successful replication of RCT results using gold standard measures is contingent upon sufficiently high convergent validity.
- Careful selection and definition of high-quality measures are crucial for reliable research outcomes in early literacy interventions.


