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Predicting X from Twitter is a popular fad within the Twitter researchsubculture. It seems both appealing and relatively easy. Among such kind ofstudies, electoral prediction is maybe the most attractive, and at this momentthere is a growing body of literature on such a topic. This is not only aninteresting research problem but, above all, it is extremely difficult.However, most of the authors seem to be more interested in claiming positiveresults than in providing sound and reproducible methods. It is also especiallyworrisome that many recent papers seem to only acknowledge those studiessupporting the idea of Twitter predicting elections, instead of conducting abalanced literature review showing both sides of the matter. After reading manyof such papers I have decided to write such a survey myself. Hence, in thispaper, every study relevant to the matter of electoral prediction using socialmedia is commented. From this review it can be concluded that the predictivepower of Twitter regarding elections has been greatly exaggerated, and thathard research problems still lie ahead.

"I Wanted to Predict Elections with Twitter and all I got was this Lousy Paper" -- A Balanced Survey on Election Prediction using Twitter Data