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Results are likely to be statistically significant when there is a large difference between the
means of the two frequency distributions, when their standard deviations (SD) are small,
and when the samples are large. Some psychologists consider that results are significantly
different only if the results have less than a 1 in 20 probability of being caused by chance
(p<.05). Others consider that results are significantly different only if the results have less
than a 1 in 100 probability of being caused by chance (p<.01). The lower the pvalue, the
less likely the results were due to chance. Results of research that are statistically significant
may be practically important or trivial. Statistical significance does not imply that findings
are really important. Meta-analysisprovides a way of statistically combining the results of
individual research studies to reach an overall conclusion. Scientific conclusions are always
tentative and open to change should better data come along. Good psychological research
gives us an opportunity to learn the truth.Ethical Guidelines
Whether involved in research or practice, psychologists need to act responsibly and morally.
Studies conducted by Harry Harlow involving rhesus monkeys separated from their moth-
ers and subjected to frightening conditions, studies by Phil Zimbardo involving students
role-playing prisoners and guards, and studies conducted by Stanley Milgram in which par-
ticipants believed they were delivering painful electric shocks to another person were highly
publicized in the 1960s and 1970s. Following Milgram’s experiments, members of the
American Psychological Association strengthened their ethical guidelines regarding research
design, implementation, and practice; and other groups adopted similar guidelines. The
guidelines prevent unnecessary deception and pain to humans and other animals, and pro-
tect confidentiality.
All public and most private institutions have Institutional Review Boards (IRB) that
must approve of all research conducted within their institutions. Boards specifically protect
participants by requiring researchers to obtain signed informed consent agreements from
all participants. These statements describe procedures, risks, benefits, and the right of the
participant not to participate or to withdraw from the research study without penalty at any
time. Research participants cannot be deceived about significant aspects that would affect
their willingness to participate. After the participant finishes his or her part or research is
completed, participants are debriefed about the research (i.e., the nature, results, and con-
clusions of the research are revealed).Research Methods ❮ 59Figure 6.2 (a) Scattergram for perfect positive correlation (r=+1.0). (b) Scattergram for perfect
negative correlation (r=−1.0). (c) Scattergram for no relationship between two sets of data (r=0).