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What is empirical evidence?
- Information obtained through observation and experimentation that is observable and measurable
What is qualitative data?
- Descriptive data involving patterns, colors, textures, or behaviors — not numerical
What is quantitative data?
- Numerical data used to quantify and compare measurements like height, frequency, or quantities
What is an independent variable?
- The variable the researcher deliberately changes or manipulates
What is a dependent variable?
- The variable that is measured to show how it responds to changes in the independent variable
What is a controlled variable?
- Conditions kept the same throughout the experiment so they do not affect the results
What is a control group?
- The group that receives no treatment, used as a baseline for comparison
What is an experimental group?
- The group that receives the treatment being tested
What axis is the independent variable on?
- X axis
What axis is the dependent variable on?
- Y axis
Why a control group is necessary?
- serves as a baseline for comparison, allowing researchers to isolate the true effect of a treatment
What is a cause and effect chain?
- An effect from one event becomes the cause of the next — example: studying leads to high marks, which leads to a scholarship
What is reproducibility in science?
- The ability to repeat an experiment under the same conditions and get consistently similar results
Why is reproducibility important?
- It boosts confidence in findings and supports the generalizability of conclusions
What causes non-reproducible results?
- Overlooked variables, differences in conditions, or inaccurate measurements
What are the steps of the scientific method in order?
- Observation, Question, Hypothesis, Experiment, Data Collection, Analysis, Conclusion, Communication
What is an observation in the scientific method?
- Information gathered through the five senses — smell, taste, touch, sight, hearing
What is the purpose of research in the scientific method?
- To answer preliminary questions, refine the experiment, and avoid repeating already-conducted studies
What makes a reliable research source?
- Scientific journals and accredited online databases — avoid unverified blogs and outdated textbooks
What is a hypothesis?
- A specific, testable, falsifiable prediction written as an if-then statement
What is the format of a hypothesis?
- If [independent variable], then [dependent variable] because [reasoning]
What makes a hypothesis valid?
- It must be testable and falsifiable — you must be able to design an experiment to test it
What is a hypothesis NOT?
- Not a fact, not a theory, not a conclusion — it is a prediction that can be supported or refuted
What happens when a hypothesis is not supported?
- It is revised and retested — the experiment is not considered a failure
What is a conclusion?
- The step where researchers interpret data, assess whether results support the hypothesis, and provide a clear answer to the research question
What does a valid conclusion require?
- It must be directly supported by the data and must not go beyond what was measured
Can one experiment prove a hypothesis?
- No — a single experiment supports or refutes a hypothesis but never proves it absolutely
What is the purpose of sharing results in science?
- To advance knowledge, receive feedback, and allow others to replicate and validate the experiment
What are peer-reviewed journals?
- Publications where scientists share findings that have been reviewed and validated by other experts in the field
What is repetition in the scientific method?
- Repeating experiments to verify that the same outcomes occur under the same conditions, ensuring reliability and accuracy
What is the placebo?
- A fake treatment given to the control group so participants cannot tell which group they are in
What is the placebo effect?
- When a participant's condition improves simply because they believe they received the real treatment
What is an experimental study?
- A study where the researcher manipulates variables in a controlled setting
What is an observational study?
- A study where the researcher observes subjects without interfering
What is a longitudinal study?
- A study that follows the same subjects over a long period of time
What is a cross-sectional study?
- A study that examines different subjects at one single point in time
What is a case study?
- An in-depth study of one individual or a small group
What is a double-blind study?
- A study where neither the participants nor the researchers know who receives the real treatment — eliminates bias
What is a single-blind study?
- A study where only the participants do not know which group they are in
What is correlation?
- When two variables tend to occur together or change together
What is causation?
- When one variable directly causes a change in another variable
Does correlation equal causation?
- No — two things can happen together without one causing the otherGive an example of correlation that is not causation - Ice cream sales and drowning rates both rise in summer — neither causes the other, both are caused by hot weather
What is sampling bias?
- When the sample studied does not accurately represent the broader population
What is confirmation bias?
- When a researcher favors results that support their hypothesis and ignores contradicting data
What is a confounding variable?
- An outside factor not controlled for that affects the results of the experiment
What is random error?
- Unpredictable variation in measurements that occurs by chance
What is systematic error?
- A consistent error in one direction caused by faulty equipment or flawed method
What is sample size and why does it matter?
- The number of subjects in a study — larger sample size produces more reliable and generalizable results
What should a researcher do if results are non-reproducible?
- Re-examine the experimental setup, identify overlooked variables, and redesign the experiment
What is a scientific theory?
- A well-tested explanation for WHY something happens, supported by a large body of evidence from repeated experiments
What is a scientific law?
- Describes WHAT consistently happens in nature but does not explain why
Give an example of a scientific theory
- Cell theory, germ theory, theory of evolution
Give an example of a scientific law
- Law of gravity, law of conservation of mass
Does a theory become a law with more evidence?
- No — theories and laws are completely different things and one does not become the other
What is the difference between a theory and a guess?
- A scientific theory is backed by extensive evidence and repeated testing — it is not a guess