“…Several recent studies have examined associations between seized drug reports and measures of overdose mortality or have developed methods of using seized drug reports to forecast or predict overdose deaths as part of early warning systems. Many of these studies have focused on data from a single state or area (e.g., Hall et al., 2021 ; Mohler et al., 2021 ; Lowder et al., 2022 ; Ray et al., 2023 ; Rosenblum et al., 2020 ; Slavova et al., 2017 ; Tran et al., 2021 ; Zibbell et al., 2019 , 2022 ), while fewer have examined multiple states or the entire US ( Jalal and Burke, 2021 ; Gladden et al., 2016 ; Marks et al., 2021 ; Sumner et al., 2022 ; Zibbell et al., 2023 ; Zoorob et al., 2019 ). These studies have varied in terms of specific drug reports examined (e.g., opioids, stimulants), types of drug overdose mortality outcomes (e.g., drug overdose mortality overall, opioid-involved overdose mortality), and units of analysis (e.g., state-year, county-month).…”