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14 Cards in this Set

  • Front
  • Back

Approaches to Ecology



Observations


Experiments


Models

Observations - Advantages and Disadvantages



Examines relationship between exposure and outcome with population-level rather than individual level data.


(Defines group by place, time, or both)

Advantages - Inexpensive, Less time consuming, Simple and easty to understand, Examines community group or national level data or trends.



Disadvantages - Lead to ecology fallacy (mistaken belief) which infers to association at the population level whereas one may not exist at the individual level, Difficult to detect complicated cause-effect relationships.

Experiment - Advantages and Disadvantages




Manipulates one or more variables to measure cause/effect on another variable.

Advantages - Objective, Reliable, Replicable, Internal Validity, Researcher controls all extraneous variables and only that variable influences results of experiment.




Disadvantages - Lacks external and ecological validity (the extent to which results of study can be generalized to other situations and people), Non-realistic conditions

Types of Ecological Experiments

Field Experiments - Real Life (Natural Settings), where experiment/environment (independent variable) is intentionally manipulated.




Natural Experiments - Quasi Experiement, when researcher takes advantages of naturally occuring independent variable.




Lab Experiments - Occurs within a lab with full manipulation and under replicated environmental situations.

Models - Advantages and Disadvantages




Tool for predicting distribution and abundance.


Formalize a set of assumptions to make testable predictions.

Advantages - Can affect entire populations, Provied a framework that provides many options for interventions.




Disadvantages - Lack of specificity of hypothesized influences (Hard to identify critical factors), Lack of how broader levels/factors influence operations of how variables interact, Need better operational models to hypothesize.

Scientific Method as applied in ecology




Process is iterative (repetitive) and self-correcting.

1. Make observations and ask a question.


2. Use previous knowledge to develop a hypothesis.


3. Evaluate hypothesis by experimentation, observational studies, or quantitative models.


4. Use results to modify hypotheses, pose new questions, or draw conclusions about the natural world.

What are the features of a good experiment?

Unambiguous interpretation of causality is dependent on several requirements:


1. Appropriate controls


2. Meaningful experiments


3. Replication of independent units


4. Randomization and interspersion of treatments

Develop an experiment with features of a good experiment. (1)

Develop an experiment with features of a good experiement. (2)

How do you evaluate evidence?




Analysis involves rejecting a statistical null hypothesis (nothing is ever "proven").

1. Visualizations are useful


a. Bar Graph - Categorical (X) and Continuous (Y)


b. Scatterplot - Continuous (Both X and Y)




2. The importance of Variance


a. Variance around the mean.




3. Statistical Analysis is required


a. Biological vs. Statistical Significance


b. Statistical Test

What is a p-value?

1. The P-Value is the bottom line.


P is the probability of obtaining your results simply by chance. Smaller values (below 0.05) are better - 0.01 = "1% due to chance".


P<0.05 (below) - Reject Null


P>0.05 (above) - Accept Null

Biological vs. Statistical Significance?

The presence of mammals significantly reduced grasshopper abundances (Biological) VS. Mammals reduced grasshopper abundances by 25%, but nitrogen fertilizer applied to plants increased grasshoppers b 100%. (Statistical)




Bio - Pertaining to body


Stats - Pertaining to numbers

How do you choose the appropriate statistical test?

Independent - X
Dependent - Y

Independent - X


Dependent - Y

Physical Environment

A