Results for the measurement model
| Latent variable | Item | Std. factor loading | t-value | Alpha Cronbach (>0.70)* | CR (>0.70)* | AVE (>0.50)* | |
|---|---|---|---|---|---|---|---|
| Perceived Usefulness | 0.935 | 0.939 | 0.822 | ||||
| PU1 | VTO improves my online shopping productivity | 0.901 | Fixed | ||||
| PU2 | VTO enhances my effectiveness when shopping online | 0.943 | 67.615 | ||||
| PU3 | VTO is helpful in buying what I want online | 0.889 | 48.156 | ||||
| PU4 | VTO improves my online shopping ability | 0.893 | 57.886 | ||||
| Perceived Ease of Use | 0.907 | 0.895 | 0.801 | ||||
| PEOU1 | Using VTO is clear and understandable | 0.909 | Fixed | ||||
| PEOU2 | Using VTO does not require a lot of mental effort | 0.854 | 32.166 | ||||
| PEOU3 | VTO is easy to use | 0.921 | 37.716 | ||||
| Perceived Enjoyment | 0.948 | 0.951 | 0.861 | ||||
| PE1 | Shopping with VTO is fun for its own sake | 0.929 | Fixed | ||||
| PE2 | Shopping with VTO is exciting | 0.888 | 69.341 | ||||
| PE3 | Shopping with VTO is enjoyable | 0.964 | 84.468 | ||||
| PE4 | Shopping with VTO is interesting | 0.930 | 75.805 | ||||
| Attitude | 0.869 | ||||||
| ATT1 | Using VTO is a good/bad idea | 0.802 | Fixed | ||||
| ATT2 | Using VTO is pleasant/unpleasant | 0.879 | 28.726 | ||||
| ATT3 | Using VTO is appealing/unappealing | 0.837 | 28.418 | ||||
| Perceived Environmental Benefits | 0.936 | 0.944 | 0.876 | ||||
| PEBs1 | VTO offers significant environmental benefits | 0.879 | Fixed | ||||
| PEBs2 | VTO is an important strategy to create a sustainable future | 0.987 | 57.005 | ||||
| PEBs3 | VTO can help save the environment | 0.939 | 65.753 | ||||
| Personal Innovativeness | 0.875 | 0.883 | 0.751 | ||||
| PersInn1 | If I heard about a new technology, I would look for ways to experiment with it | 0.861 | Fixed | ||||
| PersInn2 | Among my peers, I am usually the first to try out new technologies | 0.776 | 20.521 | ||||
| PersInn3 | I like to experiment with new technologies | 0.954 | 24.946 | ||||
| Behavioural Intention to Buy | 0.869 | 0.821 | 0.706 | ||||
| (1 = very low to | BI1 | The likelihood of purchasing this product is | 0.802 | Fixed | |||
| 7 = very high) | BI2 | The probability that I would consider buying the product is | 0.879 | 42.621 | |||
| BI3 | My willingness to buy the product is | 0.837 | 36.952 |
| Latent variable | Item | Std. factor loading | Alpha Cronbach (>0.70)* | CR (>0.70)* | AVE (>0.50)* | ||
|---|---|---|---|---|---|---|---|
| Perceived Usefulness | 0.935 | 0.939 | 0.822 | ||||
| PU1 | VTO improves my online shopping productivity | 0.901 | Fixed | ||||
| PU2 | VTO enhances my effectiveness when shopping online | 0.943 | 67.615 | ||||
| PU3 | VTO is helpful in buying what I want online | 0.889 | 48.156 | ||||
| PU4 | VTO improves my online shopping ability | 0.893 | 57.886 | ||||
| Perceived Ease of Use | 0.907 | 0.895 | 0.801 | ||||
| PEOU1 | Using VTO is clear and understandable | 0.909 | Fixed | ||||
| PEOU2 | Using VTO does not require a lot of mental effort | 0.854 | 32.166 | ||||
| PEOU3 | VTO is easy to use | 0.921 | 37.716 | ||||
| Perceived Enjoyment | 0.948 | 0.951 | 0.861 | ||||
| PE1 | Shopping with VTO is fun for its own sake | 0.929 | Fixed | ||||
| PE2 | Shopping with VTO is exciting | 0.888 | 69.341 | ||||
| PE3 | Shopping with VTO is enjoyable | 0.964 | 84.468 | ||||
| PE4 | Shopping with VTO is interesting | 0.930 | 75.805 | ||||
| Attitude | 0.869 | ||||||
| ATT1 | Using VTO is a good/bad idea | 0.802 | Fixed | ||||
| ATT2 | Using VTO is pleasant/unpleasant | 0.879 | 28.726 | ||||
| ATT3 | Using VTO is appealing/unappealing | 0.837 | 28.418 | ||||
| Perceived Environmental Benefits | 0.936 | 0.944 | 0.876 | ||||
| PEBs1 | VTO offers significant environmental benefits | 0.879 | Fixed | ||||
| PEBs2 | VTO is an important strategy to create a sustainable future | 0.987 | 57.005 | ||||
| PEBs3 | VTO can help save the environment | 0.939 | 65.753 | ||||
| Personal Innovativeness | 0.875 | 0.883 | 0.751 | ||||
| PersInn1 | If I heard about a new technology, I would look for ways to experiment with it | 0.861 | Fixed | ||||
| PersInn2 | Among my peers, I am usually the first to try out new technologies | 0.776 | 20.521 | ||||
| PersInn3 | I like to experiment with new technologies | 0.954 | 24.946 | ||||
| Behavioural Intention to Buy | 0.869 | 0.821 | 0.706 | ||||
| (1 = very low to | BI1 | The likelihood of purchasing this product is | 0.802 | Fixed | |||
| 7 = very high) | BI2 | The probability that I would consider buying the product is | 0.879 | 42.621 | |||
| BI3 | My willingness to buy the product is | 0.837 | 36.952 |
Note(s): t-value (critical ratio) shows whether the parameter is significant at 0.05 level; AVE is average variance extracted ; CR is composite reliability