Well, daily drinking is a good predictor - 100% of practicing alcoholics drink every day after all.
http://www.drugabuse.gov/publications/principles-drug-addict...
Addiction often leads to physical dependence, but you can for example be a light smoker that's addicted to nicotine. However, you generally need to be a fairly heavy smoker before withdraw symptoms show up when you stop. On the other hand people without addiction to caffeine will often display withdrawal symptoms if they stop. This is vary common in people who enjoy soda or tea, but don't use it to stay adjust alertness.