The article extends a method for correcting bias in dynamic panel data models to unbalanced panels. It compares this method with three others using simulations and finds that the extended method is a good choice for most cases, except when sample sizes are small. The study applies this method to analyze how internal and external research and development (R&D) affect labor productivity in innovative firms.