Schedule#

Fall 2026

Tue + Thu, 2pm – 3:15pm

CGS 323 (871 Commonwealth Ave.)

Day

Topic

Readings

Thu 9/3

Syllabus day

slides

Tue 9/8

Conservation priorities: data & methods

Lab: data visualization & processing in QGIS

Jenkins et al. 2015a

Brown et al. 2015

Jenkins et al. 2015b

slides

Thu 9/10

python for data science: syntax & guidelines

Lab 1.1 due

A Byte of Python

(Basics to Functions)

Data Structures

Tue 9/15

Tabular data: pandas and matplotlib

10 Minutes to pandas

Intro to data structures

Thu 9/17

Vector data: geopandas

Lab 1.2 due

Geopandas 1.1.1

Tue 9/22

Raster data: rasterio and GDAL

Lab 1.3 due

rasterio: Quickstart

Reference: GDAL

Thu 9/24

Valuing ecosystem services: key concepts

Goulder & Kennedy 2011

Optional: DEFRA

slides

Tue 9/29

Valuing ecosystem services: examples & tools

Lab 1.4 due

Thu 10/1

Systematic conservation planning (SCP): theory, methods, and tools

Lab 1-5 due

Game et al. 2013

InVEST user guide: study one model in detail.

Optional: Giakoumi et al. 2025

Tue 10/6

Systematic conservation planning with Marxan

Lab 1 test

Last class before the deadline to drop without a “W” grade (Wed 10/7)

Marxan User Manual (Sections 1.1-1.8)

slides

Thu 10/8

Building your own Marxan dataset

Lab 2.1 due

Tue 10/13

No class: Substitute Monday schedule after Indigenous Peoples’ Day

Lab 2.2 due

Thu 10/15

Conservation policy instruments: an overview of common strategies

slides

Tue 10/20

Explaining conservation costs with statsmodels

Lab 2.3 due

Newburn et al. 2006

see Lab 3.1 for guidance

slides

Thu 10/22

Predicting conservation costs with scikit-learn: cross-validation

Lab 2 test

Prospectus due

slides

Tue 10/27

Predicting conservation costs with scikit-learn: tree ensembles

Optional (on algorithms):

ERT: Geurts et al. 2006

GB: Natekin & Knoll 2013

Thu 10/29

Predicting conservation costs (continued)

Tue 11/3

Simulating the cost-effectiveness of policy strategies

Lab 3.1 due

Newburn et al. 2006

see Lab 3.2 for guidance

Thu 11/5

Simulating the cost-effectiveness of policy strategies (continued)

Tue 11/10

Rigorous impact evaluation: framework and methods

Lab 3.2 due

Ferraro 2009

slides

Thu 11/12

Rigorous impact evaluation: matching

Lab 3 test

Ferraro & Hanauer 2014

Tue 11/17

Rigorous impact evaluation: matching exercise I

Intro to R, Ho et al. 2007

Thu 11/19

Rigorous impact evaluation: matching exercise II

Project plan due

Tue 11/24

Rigorous impact evaluation: matching exercise III

Thu 11/26

No class: Thanksgiving recess (11/25 – 11/29)

Tue 12/1

Class project workshop

Lab 4 due

Thu 12/3

Project meetings or bonus lab: interactive mapping

Lab 4 test

Tue 12/8

Project meetings or bonus lab: 3D visualization

Thu 12/10

Wrap-Up

Final report due

Thu 12/17

No final exam (exam period 12/14 – 12/18)