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Inductive reasoning
drawing conclusions by going from the specific to general
observation
first step in inductive reasoning and can be made through experiments, surveys, or data analysis
pattern recognition
second step, looking for similarities or commonalities among the instances or data points
hypothesis formulation
based on the patterns or regularities indentified, tentative explanation is fomulated
testing
collecting additional data and comparing it to the hypothesis to determine if it holds up or if it needs to be modified
evaluation
determine the strength of the hypothesis
conclusion
If the hypothesis is supported, make generalizations or predictions; if not, revise or conduct further research.
flexibility
allows us to make generalizations and predictions based on specific observations
creativity
useful tool for generating new ideas and hypotheses
real-world applicability
used in a variety of fields
development of theories
allows us to refine our understanding complex phenomena and develop a more nuanced understanding of how things work
limited scope
relies on specific observations to make generalizations
potential for bias
can be influenced by our own biases and preconceptions
lack of certainty
probabilistic in nature, meaning that the conclusions we draw are based on probability rather than certainty.
limited explanatory power
can tell us what is likely to happen base don observations, but it may not tell us WHY something is happening or how it works
lack of predictive power
limited to predicting what is likely to happen based on past observations