Many of these data elements and those identified in 2. below are the most essential to state efforts to track the supply, demand, and basic adequacy of their teacher workforce and to identify attrition and retention patterns. The salary data facilitate the comparison of educational costs between schools and districts across the state. Unless otherwise indicated, all of these data are assumed to be longitudinal – i.e., to be collected on an ongoing basis over time:
This list of data elements is slightly expanded from the recommendations of Voorhees and Barnes. If state licensure agencies do not collect these data on teachers transferring in from other states, however, it is likely to be inaccessible.
Maintaining these data facilitates understanding of the continuing education activities of a state's teacher workforce. The data may provide an indication, in particular, of whether or not a state's science teachers are maintaining currency in their ever-changing fields – and whether there appears to be a disparity between districts in the currency of their teachers' knowledge. Teachers' participation in continuing education also may be linked to retention and attrition patterns, a link the collection of the data identified here and in 1. above makes it possible to probe:
Maintaining these data – which most logically would be collected by each teacher preparation program – increases understanding of the current quality of a state’s teacher workforce and the potential for improving it. The data enable states, districts, or individual teacher preparation institutions and K-12 schools to probe the possible relationship between differences in teachers’ educational backgrounds and disparities in the performance of their pupils. Aggregated by preparation program, these data also facilitate understanding of program outcomes (e.g., their success in preparing minority teachers), assessment of program effectiveness, and comparison of baseline program quality:
Linking these data to data on individual teachers, particularly their teaching assignments, makes it possible to attempt to assess teachers' effectiveness on the basis of their students' academic performance. It also opens the possibility of looking for correlations between teachers' preparation history or other factors in their background and their students' performance: