Sara Stewart, who conducted the survey as part of research for a book, said: "A lot of women saw large glasses of wine, that contain as much as a third of a bottle, as the equivalent of one unit.
"Because they didn't know what a unit was, many thought a glass of whatever size, was a unit."
Stewart, who has previously worked as a volunteer with Alcohol Concern, said women over 40 often ended up struggling with alcoholism.
The survey also revealed interesting findings on the drinking habits of middle-aged women.
About 46 per cent said they drank wine or lager, but nearly one in 10 admitted to drinking spirits on a night out.
More than half said they drank on their own regularly, but five per cent claimed they only did so after a bad day of work.
Nearly 45 per cent said they only get drunk a couple of times a year, while five per cent claimed they do so every week.
The survey described "drunk" as a state in which participants could not stand up.
And most disturbingly, witnessing the effects of alcohol abuse appeared to have no impact on participants' own drinking habits.
Stewart, author of Whilst I Was Out, undertook the research as background to her book about a woman who drinks to compensate for her disastrous marriage.