The best replacement for controlled study is observational study.

The best alternatives to controlled study are rated as following:
★★★★★  observational study
★  field study

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Google Trends

Scale is based on the average worldwide traffic of controlled study in all years. Click on graph for more.
controlled study
observational study
field study