Research Design
COURSE DESCRIPTION
A good understanding of sampling and experimental design techniques is vital when planning a research study in ecology and wildlife management. Good design leads to effective use of research money, time and effort, whereas poor design can lead to a study of little use, and hence a waste of these resources. Sampling techniques are useful when planning an observational study, such as a survey, whereas experimental design techniques are of use when planning an experiment. In the sampling modules, we will cover random vs. systematic sampling, stratification, hierarchical sampling, use of covariates, trend analysis, and introduce specialized techniques such as capture-mark-recapture and distance sampling. In the experimental design modules, you will learn about randomization, replication and pseudo-replication, controls, blocking, use of covariates, factorial treatments, before-after control-impact (BACI) designs, and trend analysis. In both sections of the course, we will show you how to perform power/precision analysis in order to assess what sample sizes might be required for the study to provide useful information.
This is a 1-credit equivalent academic course (16 contact hrs + additional work) where you learn at your own pace over 3 months.
PREREQUISITES
A basic understanding of probability and statistical methods, and some experience with using R (e.g., R Boot Camp for Ecologist and Wildlife Biologists)
COURSE FORMATS & DATES
FORMAT: Learn at your own pace over 3 months as you work through prerecorded lectures and exercises.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training, and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS Certificate of Course Completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
*** This version of the course can NOT be used to earn academic credit from your college or university, certify as a Professional Ecologist with ESA or a Wildlife Biologist® with TWS, or used to earn a professional certificate with CWS. ***
DATES & PRICES:
Spring: Mar 4 - May 26: $400 professional / $300 student
Summer: June 3 - Aug 25 (early bird* ends May 6): $350 professional / $250 student
Fall: Sept 3 - Nov 24 (early bird* ends Aug 5): $350 professional / $250 student
*Early bird saves $50
FORMAT: Reach out to your instructor over a 1-month period to get help as you work through prerecorded lectures, problem sets, and your own personal work. Instructor support includes emailing your instructor, accessing live discussion threads, attending group meetings, and scheduling one-on-one appointments (Zoom or phone) about course materials, your research, datasets from work, etc. You will have access to the course for the 3-month term. Completing all exercises and course surveys are required to pass the course and receive a CWS certificate of course completion, which can be submitted for continuing education with ESA and TWS.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training, and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS certificate of course completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
ESA & TWS CERTIFICATION: Participants that earn a B- or better can use this 1-credit course to help meet the minimum education requirements (in Chemistry, Physical Sciences, and Mathematics) to certify as a Professional Ecologist with ESA (pending approval). Participants that earn a D or better can use this 1-credit course in their application to certify as a Wildlife Biologist® with TWS. See our Professional Certification Page for more details about ESA and TWS certification.
*** This version of the course can NOT be used to earn academic credit from your college or university or to earn a professional certificate with CWS. See the PREMIUM format below ***
DATES & PRICES:
Spring: Mar 4 - May 26: $550 professional / $450 student
Summer: July 1 - Sept 29 (early bird* ends June 3): $500 professional / $400 student
Fall: Sept 3 - Nov 24 (early bird* ends Aug 5): $500 professional / $400 student
*Early bird saves $50
FORMAT: Reach out to your instructor for help with course materials as you work through prerecorded lectures and exercises. Instructor support includes emailing your instructor, accessing live discussion threads, attending group meetings, and scheduling one-on-one appointments (Zoom or phone) about course materials, your research, datasets from work, etc. You will have access to course materials for 1 year. After working through 8 modules, set up an optional meeting with the instructor to discuss your own personal project from work or school.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training, and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS certificate of course completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
ESA & TWS CERTIFICATION: Participants that earn a B- or better can use this 1-credit course to help meet the minimum education requirements (in Chemistry, Physical Sciences, and Mathematics) to certify as a Professional Ecologist with ESA (pending approval). Participants that earn a D or better can use this 1-credit course in their application to certify as a Wildlife Biologist® with TWS. See our Professional Certification Page for more details about ESA and TWS certification.
ACADEMIC CREDIT: This 1-credit course can be taken with pre-approval from an administrator at a your college or university. For an additional fee, students also have the option to complete an Applied Project for an additional 1-2 academic credits (earning up to 2-3 academic credits in total). See our Academic Credit Page for details.
CWS PROFESSIONAL CERTIFICATE: CWS requires a grade of a B- or higher for the course to count toward earning a Professional Certificate in Applied Quantitative Ecology.
DATES & PRICES:
Spring: Mar 4 - May 26: $650 professional / $550 student
Summer: July 1 - Sept 29 (early bird* ends June 3): $600 professional / $500 student
Fall: Sept 3 - Nov 24 (early bird* ends Aug 5): $600 professional / $500 student
*Early bird saves $50
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Defining the Objectives
Spatial, Temporal and Sampling Variability
Detectability
Bias and Variance
Statistical Population and Sampling Frame
Systematic vs Random Sampling
Stratified Random Sampling
Double Sampling
Multi-Stage Sampling
Distance Sampling
Mark-Recapture Sampling
Sample Size Calculations
Large-Scale Monitoring
Trend Estimation
Randomisation and Replication
Pseudo-Replication
Scale of Inference
BACI Designs
Blocking and Covariates
Factorial Treatments
Use of Error Degrees of Freedom
Precision and Power Analysis
Repeated Measures Experiments
Change-Over (Cross-Over) Designs
Internal and External Validity
Quasi-Experiments
Propensity Scores
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Understand the key concepts involved in planning a research study
Gain practice in applying these concepts using ecological examples
Understand the pros and cons of different designs
Understand the concepts of power and precision
Gain experience in performing power/precision analysis using R
Gain an overview of specialist techniques such as mark-recapture and distance sampling
SCHOLARSHIPS
Full scholarships are available to participants from countries designated as “lower income” and “lower middle income” in the World Bank List of Economies. Please see our CWS World Scholars Program page for details.
CANCELLATION POLICY
Cancellations 30 days or more before the start date are not subject to cancellation fees. Cancellations <30 days before the start date are subject to a 50% cancellation fee. No refunds once the course begins.