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Scientific Method
Steps used to investigate observations, solve problems, and test hypotheses.
Observation
Information gathered through the senses, often leading to a question.
Hypothesis
A testable explanation for an observation, written as "If…, then…" statements.
Experiment
A controlled procedure to test a hypothesis.
Independent Variable
The variable that is manipulated (changed) by the experimenter.
Dependent Variable
The variable that is measured in response to changes in the independent variable.
Control Group
The group that does not receive the experimental treatment; used as a baseline for comparison.
Experimental Group
The group that receives the experimental treatment.
Constants
Variables that are kept the same across all groups to ensure a fair test.
Qualitative Data
Descriptive data (colors, textures, behaviors, etc.).
Quantitative Data
Numerical data (counts, measurements).
Sample Size
The number of subjects in each group; larger sample sizes increase reliability.
Replication
Repeating an experiment to confirm results.
Bias
When results are influenced by personal opinions or expectations rather than data.
Conclusion
A statement that explains whether the hypothesis was supported or rejected.
Theory
A well-supported explanation of natural phenomena based on evidence.
Descriptive Statistics
Summarizes and describes data (e.g., mean, median, mode).
Mean
The average of a set of numbers.
Median
The middle value when numbers are ordered.
Mode
The most frequently occurring value in a data set.
Range
Difference between the highest and lowest values.
Variance
Measure of how spread out data values are from the mean.
Standard Deviation
Square root of variance; shows average distance from the mean.
Inferential Statistics
Makes predictions or inferences about a population from a sample.
Sampling
A subset of a population used to represent the whole.
Random Sampling
Each member of the population has an equal chance of being selected.
Population
The entire group of interest in a study.
Sample
A smaller group taken from the population for analysis.
Normal Distribution
A bell-shaped curve where most values are near the mean.
Skewed Distribution
When data is lopsided, not symmetrical around the mean.
Positive Skew
Distribution with a long tail to the right.
Negative Skew
Distribution with a long tail to the left.
Standard Error of the Mean (SEM)
Estimates how far the sample mean is from the population mean.
Confidence Interval (CI)
A range of values likely to contain the true population mean.
95% Confidence Interval
We are 95% confident the true mean lies within this range.
Statistical Significance
Indicates whether results are likely due to chance.
P-value
The probability results occurred by chance; <0.05 is often considered significant.
Correlation
Measure of the relationship between two variables.
Positive Correlation
As one variable increases, the other increases.
Negative Correlation
As one variable increases, the other decreases.
No Correlation
No relationship between variables.
Causation
When one variable directly affects another.
Outlier
A value much higher or lower than the others in a dataset.
Histogram
Graph showing frequency distribution of data.
Box Plot
Graph showing median, quartiles, and outliers.
Scatterplot
Graph showing the relationship between two variables.
Replication in Statistics
Repeating studies or trials to ensure reliability.
Polarity
A molecule with an uneven distribution of charges.
Cohesion
Water molecules sticking to each other due to hydrogen bonding.
Adhesion
Water molecules sticking to other polar molecules or surfaces.
Surface Tension
The inward pull of molecules at the surface of water, creating a thin film.
Capillary Action
Movement of water upward through narrow tubes due to cohesion and adhesion.
Meniscus
The curve of the surface of water in a container due to adhesion.
Concave Meniscus
Curves downward; adhesion is stronger than cohesion (e.g., water in glass).
Convex Meniscus
Curves upward; cohesion is stronger than adhesion (e.g., mercury in glass).
Specific Heat
The amount of energy required to raise the temperature of 1 gram of a substance by 1°C.
High Specific Heat of Water
Water absorbs and retains heat, moderating Earth's climate and body temperature.
Density
Mass per unit volume (g/mL or g/cm³).
Density of Ice
Ice is less dense than liquid water because hydrogen bonds form a crystalline structure.
Universal Solvent
Water dissolves many substances because of its polarity.
Solution
A homogeneous mixture where one substance is dissolved in another.
Solvent
The substance doing the dissolving (e.g., water).
Solute
The substance being dissolved (e.g., salt).
Hydrogen Bond
A weak attraction between a hydrogen atom and a more electronegative atom like oxygen.
Intermolecular Forces
Attractive forces between molecules.
Importance of Water’s Properties
Essential for life processes such as temperature regulation, nutrient transport, and habitat stability.
Atomic Number
The number of protons in an atom’s nucleus; defines the element.
Atomic Mass
The average mass of all isotopes of an element (protons + neutrons).
Isotopes
Atoms of the same element with different numbers of neutrons.
Periodic Table
A chart organizing elements by atomic number and showing repeating patterns.
Groups (Periodic Table)
Vertical columns; elements in the same group have the same number of valence electrons.
Periods (Periodic Table)
Horizontal rows; elements in the same period have the same number of electron shells.
Valence Electrons
Electrons in the outermost shell; determine chemical properties.
Chemical Bond
Force that holds atoms together to form compounds.
Covalent Bond
Bond formed when atoms share electrons.
Nonpolar Covalent Bond
Equal sharing of electrons (e.g., O₂).
Polar Covalent Bond
Unequal sharing of electrons, creating partial charges (e.g., H₂O).
Ionic Bond
Bond formed when electrons are transferred, creating charged ions (e.g., NaCl).
Role of Water in Life
Stabilizes climate, supports metabolism, and provides habitats.