Quantitative Reasoning and the Environment:
Mathematical Modeling in Context
Table of Contents
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Part 1: Essential Numeracy
Chapter 1: Measurement and Units
- Mercury and the Inuit of Greenland
- Measuring
- Accuracy and Precision of Measurement
- Estimation and Approximation
- Units of Measurement
- Unit Conversion
- Compound Units
- Units in Equations and Formulas
- Unit Prefixes
- Scientific Notation and Order of Magnitude
- Powers of 10 and Logarithms
- Logarithmic Scales
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Global Warming
- Chapter Project: Melting of the Ice Caps
(to view projects, go to Chapter Projects )
Chapter 2: Ratios and Percentages
- Ratios
- Normalization
- Percentage as a Type of Ratio
- Parts per Thousand
- Parts per Million and Parts per Billion
- Percentage as a Measure of Change
- Percentage Difference and Percentage Error
- Proportions
- Probability
- Recurrence Interval
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Sinkholes and Lakes
- Chapter Project: Measuring Habitat of Florida Lakes
Chapter 3: Charts and Graphs
- Pie Charts
- Bar Charts
- Frequency Histograms
- Using Technology: Histograms
- Relative Frequency Histograms
- Scatterplots
- Using Technology: Scatterplots
- Line Graphs
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Energy Demand and the Arctic National Wildlife Refuge
- Chapter Project: U.S. Energy Flows
Part 2: Function Modeling
Chapter 4: Linear Functions and Regression
- Modeling with Linear Functions
- Units of Measure in Linear Equations
- Dependent versus Independent Variables
- Graphing Linear Equations
- Using Technology: Graphs and Tables
- Approximating Almost-Linear Data Sets
- straightedge method
- least squares regression
- Using Technology: Linear Regression
- The Correlation Coefficient "r"
- Using Technology: The Correlation Coefficient
- Correlation Fallacies
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Population Growth
- Chapter Project: Fertility Rates in Developing Countries
Chapter 5: Exponential Functions and Regression
- Exponential Rates and Multipliers
- The General Exponential Model
- Finding Exponential Functions—the More General Case
- Solving Exponential Equations
- Doubling Times and Half-Lives
- Approximating Almost-Exponential Data Sets
- straightedge method
- least squares regression
- Using Technology: Exponential Regression
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Chicken Nation
- Chapter Project: Broiler Chicken Production
Chapter 6: Power Functions
- Basic Power Functions
- Solving Power Equations
- Approximating Almost-Power Law Data Sets
- straightedge method
- least squares regression
- Using Technology: Power Regression
- Power Law Frequency Distributions
- Power Law Distributions and Fractals
- Recurrence Intervals
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Earthquakes and Fractals
- Chapter Project: A New Model for Earthquakes
Part 3: Difference Equation Modeling
Chapter 7: Introduction to Difference Equations
- Sequences and Notation
- Modeling with Difference Equations
- Linear Difference Equations
- Exponential Difference Equations
- Why Use Difference Equations?
- Affine Difference Equations
- Using Technology: Difference Equations
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: The Politics of Immigration
- Chapter Project: Human Population and Migration
Chapter 8: Affine Solution Equations and Equilibrium Values
- The Solution Equation to the Affine Model
- Equilibrium Values
- Classification of Equilibrium values
- Revisiting the Affine Solution Equation
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Get The Lead Out
- Chapter Project: Lead in the Body
Chapter 9: Logistic Growth, Harvesting and Chaos
- Modeling Logistic Growth with Difference Equations
- Logistic Equilibrium Values
- Harvest Models
- Periodic Behavior
- Chaotic Behavior
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Harvesting and Sustainable Forestry
- Chapter Project: Tropical Forests Forever?
Chapter 10: Systems of Difference Equations
- Systems Modeling
- Using Technology: Systems of Difference Equations
- Exponential Change and Stable Age Distributions
- What Else Besides Populations?
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: A River Runs Through Europe
- Chapter Project: Pollution in a Chain of Lakes
Part 4: Elementary Statistics
Chapter 11: Fundamentals of Statistics
- Measures of Center and Other Descriptive Statistics
- Weighted Means
- Quartiles and the 5 Number Summary
- Boxplots
- Using Technology: Finding Descriptive Statistics
- Shape of a Data Set
- Using Technology: Histograms
- A Skew Formula
- Comparing the Mean and Median
- Sampling
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Energy Makeover
- Chapter Projects: Electric Bills and Super Bulbs
Chapter 12: Standard Deviation
- Standard Deviation
- Calculating Position Using Z-scores
- Outliers
- Chebychev's Rule
- Normal Distributions
- The Empirical Rule
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Impermeable Surfaces and Urban Runoff
- Chapter Project: Urban Runoff Scorecard
Chapter 13: Normal Distributions
- The Standard Normal Distribution
- Transformations to Normal
- Confidence Intervals
- Chapter Summary
- End-of-Chapter Exercises
- Science in Depth: Hazardous Household Waste
- Chapter Project: Taxes on Toxics
Appendix: Unit Conversions
Answers to Odd Exercises
Index