The current reality of the climate crisis necessitates urgent actions to mitigate carbon emissions. Transportation, a major contributor to greenhouse gas emissions, accounts for approximately 11% of total emissions. The choices individuals make regarding transportation directly impact carbon emissions. This study focuses on the adoption of transportation and micro mobility as sustainable transportation methods, both in daily life and business settings, with an emphasis on environmental sustainability. The research comprises an in-depth semi-structured interview and two quantitative studies. The collected data was analyzed using various statistical techniques, including Cluster Analysis, Correlation Analysis, Descriptive Statistics, Reliability Analysis, and Regression Analysis. The results highlight the importance of nine factors in relation to individuals' transportation and micro mobility adaptation for environmental sustainability. These factors are Attitude, Social Norms, Involvement, Perceived Usefulness, Transparency, Concern, Regulation, External Influence, and Use. This study provides insights into the factors that influence individuals' choices regarding transportation and micro mobility for environmental sustainability. The findings contribute to our understanding of the key factors that shape individuals' attitudes and behaviors towards sustainable transportation options. The results can inform policymakers, urban planners, and transportation authorities in developing strategies and interventions to promote environmentally sustainable transportation practices.