“…We arrived at the approach we describe here iteratively, building on experience analyzing career histories in the CGED-Q JSL in a series of publications on appointment, promotion, and exit of Qing officials (Campbell, 2020;Chen, Campbell, & Lee, 2018;Hu, Chen, & Campbell, 2020;Hu, Hu, Chen, & Campbell, 2021;Xue & Campbell, 2022), a visualization platform (Wang et al, 2021), an introduction to the CGED-Q JSL (Chen, Campbell, Ren, & Lee, 2020) and a dissertation (Chen, 2019). Each analysis brought to light issues with the sources, the transcription process, and linkage procedures that had not arisen previously and required adjustments.…”