“…Additionally, demographic factors such as gender (Barber and Odean, 2001), race/ethnicity, and education, as well as the use of financial professions for investment advice (Lei, 2019;Shin et al, 2020) have shown a consistent impact on stock investment. Other personal characteristics, such as risk tolerance, expected health status (Keller and Siegrist, 2006;Wu, 2021;Yogo, 2016), expected investment horizon (e.g. Blanchett et al, 2018;Choi and Robertson, 2020), and personal expectation about the economy (Angelini and Cavapozzi, 2017;Grevenbrock, 2020;Zhong and Xiao, 1995) are also essential contributors in investors' Familiarity bias in direct stock investment portfolio choices.…”