“…Nonetheless, several studies suggest that offer data can provide valuable insight into property market changes and may serve as a suitable substitute when transaction data is unavailable (Anenberg & Laufer, 2017;Kolbe, et al, 2021;Lyons, 2019;Shimizu, et al, 2016). Moreover, in the case of new construction ,listings can provide more reliable information on the housing market than transactions (Hill,et al, 2023).…”