<p>Accommodation sharing provides unique experiences for tourists. This study collects 33,892 guest reviews of Airbnb. A text analytic approach to deconstruct the nature of sharing experience is explored. The data driven approach extracts the following dimensions contributing to the core experiences of sharing, namely, housing, location, host-guest interaction, facility, overall sensation and others. A regression analysis further demonstrates a strong association between attributes of sharing experiences and guest satisfaction. Factors such as room facilities and home experience convey different semantic space and significantly affect guest satisfaction. Indeed, room facilities and home experience have been extracted as hygiene factor and motivator, confirming the two factor theory.</p>