Page 73 - Statistics for Dummies
P. 73

Chapter 4: Tools of the Trade
                                                    Treatment group versus control group
                                                    Most experiments try to determine whether some type of experimental treat-
                                                    ment (or important factor) has a significant effect on an outcome. For example,
                                                    does zinc help to reduce the length of a cold? Subjects who are chosen to par-
                                                    ticipate in the experiment are typically divided into two groups: a treatment
                                                    group and a control group. (More than one treatment group is possible.)
                                                     ✓ The treatment group consists of participants who receive the experimen-
                                                        tal treatment whose effect is being studied (in this case, zinc tablets).
                                                     ✓ The control group consists of participants who do not receive the experi-
                                                        mental treatment being studied. Instead, they get a placebo (a fake treat-
                                                        ment; for example, a sugar pill); a standard, nonexperimental treatment
                                                        (such as vitamin C, in the zinc study); or no treatment at all, depending
                                                        on the situation.
                                                    In the end, the responses of those in the treatment group are compared with
                                                    the responses from the control group to look for differences that are statisti-  57
                                                    cally significant (unlikely to have occurred just by chance).
                                                    Placebo
                                                    A placebo is a fake treatment, such as a sugar pill. Placebos are given to the
                                                    control group to account for a psychological phenomenon called the pla-
                                                    cebo effect, in which patients receiving a fake treatment still report having a
                                                    response, as if it were the real treatment. For example, after taking a sugar
                                                    pill a patient experiencing the placebo effect might say, “Yes, I feel better
                                                    already,” or “Wow, I am starting to feel a bit dizzy.” By measuring the placebo
                                                    effect in the control group, you can tease out what portion of the reports from
                                                    the treatment group were real and what portion were likely due to the placebo
                                                    effect. (Experimenters assume that the placebo effect affects both the treat-
                                                    ment and control groups.)
                                                    Blind and double-blind
                                                    A blind experiment is one in which the subjects who are participating in the
                                                    study are not aware of whether they’re in the treatment group or the control
                                                    group. In the zinc example, the vitamin C tablets and the zinc tablets would
                                                    be made to look exactly alike and patients would not be told which type of pill
                                                    they were taking. A blind experiment attempts to control for bias on the part
                                                    of the participants.
                                                    A double-blind experiment controls for potential bias on the part of both the
                                                    patients and the researchers. Neither the patients nor the researchers collect-
                                                    ing the data know which subjects received the treatment and which didn’t. So
                                                    who does know what’s going on as far as who gets what treatment? Typically
                                                    a third party (someone not otherwise involved in the experiment) puts









                                                                                                                           3/25/11   8:17 PM
                             08_9780470911082-ch04.indd   57                                                               3/25/11   8:17 PM
                             08_9780470911082-ch04.indd   57
   68   69   70   71   72   73   74   75   76   77   78