This study presents features of location-based services (LBS) that influence usage intentions in users and the moderating effects of innovativeness for LBS in sustainable mobile-related industries. As LBS attributes, this study identifies location awareness, reputation, trust, and entertainment. This study model is developed based on technology acceptance behavior (TAB) and is applied to LBS users to identify LBS usage intention factors and TAB perspectives. Research measures are identified and examined on 220 LBS users. The study results are discussed to explore significant factors affecting LBS technology acceptance intentions. The results show that LBS users are more likely to adopt LBS with features of location awareness, reputation, trust, and entertainment. In addition, user attitudes toward LBS are found to play a significant positive role, as are user usage intentions. The moderating effects of personal innovativeness on the relationship between reputation, trust, and entertainment and user attitudes toward LBS are found to be insignificant. The implications for theory and practices are discussed.Location-based services (LBSs), which are offered through mobile devices based on their geographical location, typically provide information, entertainment, tracking, maps and navigation, safety and emergency response options, social networking, commerce, and advertising. Most studies have focused on the privacy concerns of LBS, especially the effects of privacy concerns on user behavior. However, some authors have examined commitment and behavioral intentions to use mobile LBS, user intention to disclose personal information, and intention to use LBS along with usage intent within LBS. Some previous studies explore location-related problems such as location-aware service optimization [2], news apps [3], service center location planning [4], and typhoon hazard location information services [5]. However, little empirical research uses the technology acceptance model (TAM) to examine user attitudes toward LBS and usage intentions [6][7][8][9][10].The purpose of this study is to explore the LBS attributes that affect LBS usage intentions in users by way of the TAM. Based on four LBS attributes (location awareness, reputation, trust, and entertainment), TAM is theoretically justified as influencing users' attitudes. Indeed, the research TAM was developed and empirically examined for this reason. The model uses responses about consumers' intention to use LBS services and products. The specific goals of this study are three-fold. The first goal is to confirm the importance of LBS attributes including location awareness, reputation, trust, and entertainment. Second, to investigate the relationships among these attributes, user attitudes, and usage intentions. Finally, to view LBS as innovative, and therefore, to investigate the moderating role of personal innovativeness in the relationship between these LBS attributes and user attitudes toward LBS. Specifically, this study (1) identifies various LBS attributes (location...