AAE526: Quantitative Methods
*** Fall 2011 Course Syllabus ***
Instructor:
Dr. Tom Cox
Room 520 Henry Taylor Hall,
Phone: 262-9493 (If more than three rings, I'm not in !!!).
EMAIL: TCOX@WISC.EDU
Class Time/Place: M/W/F 9:55-10:45 Room 1143, Mechanical Engineering
Office/Lab Hours: MWF:
8:30-9:30 Engineering Hall Cafeteria (1st Floor, Left of MAIN Entrance).
MF:
11-2, 520 Henry Taylor Hall (by appointment)
TTH:
11-2, 520 Henry Taylor Hall (by appointment)
Computer Lab: HECC (Henry Taylor Hall Basement): Wed, 11-1, 3-5, 7-9 (choose one).
Class WEB-Site: www.aae.wisc.edu/aae526/main.asp
Required Textbooks:
o
Cliff T. Ragsdale, Spreadsheet Modeling
and Decision Analysis: A Practical Guide to Management Science. 5th Edition.
o
Berk and Carey, DATA ANALYSIS with Microsoft EXCEL 2007.
3rd Edition.
*
STATPLUS zip file
Course Objectives: This course provides a Senior/Masters level introduction to applied quantitative methods with a focus on agriculture related examples. In particular the course seeks to apply the general principles and tools of matrix algebra, statistics and decision analysis (optimization and simulation) to agricultural/resource issues from a quantitative/management oriented perspectives. The course stresses "hands on" applications of analytical methods, concepts and techniques to gain a thorough understanding of the economic principles and methodologies underlying business decision-making. There will be extensive computer based assignments using spreadsheet and statistical software using Windows/EXCEbased personal computers.
Computer Lab: A two-hour per week computer lab is required of all students. These labs will be offered multiple hours each week (Wed 11-1, 3-5 and 7-9) and will cover the computer skills required for the end of chapter questions and the homework assignments. Plan to come to attend (or more, as needed) of these lab sessions – they are absolutely vital to class objectives.
Grading: There will be one mid-term exam and a cumulative final exam.
The midterm will cover Weeks 1-7. There will
be multiple homework assignments from questions at the end of each chapter.
Most of these assignments will require extensive computer work that will be discussed in class as well
as during lab times. Your final grade will be a weighted
average of the midterm and final exams, and the average grade of the
take home assignments. The exams and each homework will be graded on the basis of 100 points. The
relative weights for the composite, final grade will be:
o
Take Home (TH) Midterm Exam: 25%
o
Average of Homework
Assignments: 50%
o
Cumulative TH Final
Exam: 25%
Summary: This course should provide you with a very "hands-on" introduction to applied quantitative methods using Excel spreadsheets. I encourage you to consider this class an introduction and to further acquire a deeper understanding of these tools with additional class work and applications.
Web-Sites:
o
The
class website (http://aae.wisc.edu/aae526/main.asp)
will contain this syllabus, required spreadsheet files, and class lecture
overheads. Please visit the site it you miss a class/lecture.
o
The
text website Ragsdale
5th Edition provides limited additional information.
Please feel free to stop by my office and chat during office hours, or make an appointment to visit.
Lastly, ASK QUESTIONS if/when needed. Good Luck. I hope we have a fun and productive semester.
This Web-Page works well under Netscape/Firefox !!!
CLASS Google/Email Open-Sourced Readings !!!
Hal Varian:
The New Normal:
o
Welcome to the New Normal
Implications for the investor.
o
Cargill Newsletter The “new
normal” from a brand management/marketing perspective.
Black Swans:
o
Joe
Nocera NYTimes
o
WIKI: Black Swan
o
Inteview w/ Taleb
Other/EXCEL/Lab:
o
Matrix Operations in EXCEL
2007
TH MT Readings/Links:
o
False
Positives: Lyme (Isthmus/pdf) Social costs of false negatives.
o
Weak/Strong
Priors/Posteriors (link: read the follow up discussions) Nobel Prize:
“skyhook” versus correspondence with “reality”???
Joel Karlin: Western Milling Newsletter.
One of my gurus of Ag Supply/Demand Balance using the best of KGP (IMHO). Sells feed ingredients to large California dairies as well as provides futures/hedging services on both feeds and dairy. Look for his key tools via tables, charts, and “value added”/qualitative insights:
2011 Weekly Newsletters:
John Mauldin: Outside the Box and Thoughts from the Frontlines (Weekly Blogs).
John Mauldin is another one of my macro/global gurus for business/financial trends, insight, and awareness – from a global hedge fund perspective. Brilliant, hard-nosed, hard hitting, no holds barred – and personable!!!
McKinsey Institute: Huge, cutting edge, state of the art, applied business analysis: analytical, aggregate/disaggregate (sectors, regions, themes), applied academic/business perspectives.
STRATFOR: Free Weekly Blog
Snapshots of the power of the geo-political perspective at its finest -- the intersection of people and place, historical context, and national/strategic interests. A vital (qualitative) part of the KGP dialectic. I especially enjoy el toro viejo (the old bull (man) and owner), George Friedman.
4th Edition Files (Chapter Figures):
TENTATIVE
SCHEDULE
NOTE: Downloadable links are in BLUE !!!
Week 0: Welcome, Introduction, Math/Stats Review
Readings:
Ragsdale, Chapter 1, Introduction to Modeling and Decision Analysis.
* Lecture (ppt): 1/page.
* Chapter 1 (annotated pdf): 16 pages.
McKinsey/Mauldin Readings:
* Zen Lessons in Market Analysis
(annotated pdf)
*
EXCEL REVIEW !!!
Berk and Carey: Chapters 1-3 (see below). These
chapters are our 1st
priority.
Additional DoIT EXCEL
2007 Online Review Materials: The Berk and Carey should be sufficient. The links
below provide on-line/video alternatives.
o
DoIT
STS Link: http://www.doit.wisc.edu/training/student/calendar.aspx
You can sign up for ”free”
(opportunity cost of time!!!) classes via DoIT here.
o
DoIT
STS 2007 Files: EXCEL 2007
Tutorials (7.4 M zip).
o
DoIT
On-line Video Training: EXCEL
2007 Essential Training (link/html)
o
EXCEL 2007 Essential Training
Data Files (link/zip)
o
DoIT
On-line Video Training: EXCEL
2007 Financial Analysis (link/html)
o
EXCEL 2007 Financial Analysis
Data Files (link/zip)
“Homework”/Lab:
Review Ragsdale Chapter 1 Problems
1-26.
Berk and Carey: Start working these chapters on your
own ASAP. We will spend some lab time on them as needed.
o
Chapter 1 (Getting Started with Excel): Chapter 1 Data
o
Chapter 2 (Working With Data): Chapter 2 Data
o
Chapter 3 (Working With Charts): Chapter 3 Data
GOOGLE:
dialectic (Hegelian dialectic), duality
(mathematical duality), heuristic, the "art of the long view".
EXAMPLES:
Week 1: Math/Stats Review
Readings/Lectures:
o
Ragsdale, Chapter 1, Introduction to Modeling and Decision Analysis.
Linear Algebra: Start/Finish.
* Lecture: Review of Linear Algebra (pdf): 1/page, 2/page.
* Associated Reading: Kristensen Advanced Herd
Management; Appendix-B (pdf)
Statistics
I: Start.
* Lecture: Review of Statistics I (pdf): 1/page, 2/page.
* Assocaiated Reading: Kristensen
Advanced Herd Management; Appendix-A (pdf).
(with
my highlights/comments)!!!
Homework/Lab:
o
Exercise: Linear
Algebra (pdf): 1/page.
o
HMWK1:
Answer above Exercises 1, 2, 3 using Excel. Due 1 week from Friday (9/17) =
~1.5 lab sessions.
Self Study/EXCEL Review:
o
Berk and Carey: Complete
Chapters 1-3.
o
Matrix Operations in
EXCEL 2007
Week 2: Math/Stats Review
Readings:
o Ragsdale, Chapter 1: Done/Review.
o Statistics
I: Done/Review.
Statistics II: Start.
* Lecture: Review of Statistics II (pdf): 1/page, 2/page.
* Associated Reading: Kristensen Advanced Herd
Management; Appendix-C (pdf)
(with my highlights/comments)!!!
Homework/Lab:
o
Exercircise: Statistics I (pdf):
1/page.
o
HMWK2: Answer 1:1-6, 2-1, 3-1, 4-1 using Excel.
Due 1 week from Friday (9/24) = ~1.5 lab sessions.Hmwk 1 Due Friday 9/17 !!!
Weekly Wheat/Chaff Updates ("sift and winnow"):
Google Search:
As a follow up to our original Black Swan search, be sure to Google:
§ "power law".
§ "Pareto 80 20 rule".
§ "fat tails".
NOTE, these KGP ("open source" search) complement the "drinking from a fire hose" heuristic!!!
§ Can you briefly summarize (define/compare/contrast) the process/decision implication these concepts in terms of our KGP/heuristic (think models: verbal, visual, actual/prototype, mathematical).
Self Study/EXCEL Review:
Chapter 4 (Describing Your Data): Start/Finish.
o
Chapter 4
Data (link to directory to choose files)
o
Concept
Tutorial: Boxplots (xlsm)
Chapter 5
(Probability Distributions): Start.
o
Chapter 5 Data
o
Concept Tutorial: Random Samples
(xlsm)
o Concept Tutorial:
Sampling Distributions (xlsm)
o Concept Tutorial:
The Central Limit Theorem (xlsm)
Week 3: Math/Stats Review
Readings:
o Ragsdale, Chapter 1: Done/Review.
o Math/Stats: Done/Review.
Weekly Wheat/Chaff Updates ("sift and winnow"):
Homework/Lab:
o
Exercise: Statistics
II (pdf): 1/page.
§ XLS spreadsheet
(question 1): littersize.xls.
§ XLS spreadsheet
(question 2): pregnant.xls.
o
HKMWK3: Answer question 1
using Excel. Due Friday, 10/1 (= ~1.5 lab sessions).
o
HMWK2
Due Friday 9/24!!!
Self Study/EXCEL Review:
o
Berk and Carey: Finish
Chapter 5 (Probability Distributions): Work all concept tutorials.
Week 4:
* Math/Stats Review
* Optimization and Linear Programming
Readings:
o Ragsdale, Chapter 1: Done/Review.
o Math/Stats: Done/Review.
Ragsdale
Chapter 2: Introduction to Optimization and Linear Programming.
Weekly Wheat/Chaff Updates ("sift and winnow"):
GOOGLE Search:
* fibonacci replacement and the associted *
*
Homework/Lab:
o
Exercise:
Chapter 2, answer questions 16, 17, 18, and 19.
o
HHWK3
Due Friday 10/7 !!!
Week 5/6/7/8:
* Math/Stats Review
* Optimization and Linear Programming
* Modeling and
Solving LP Problems in a Spreadsheet
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2: Done/Review.
Ragsdale
Chapter 3: Modeling and Solving LP Problems in a Spreadsheet.
Weekly BSwan Wheat/Chaff Updates ("sift and winnow"):
Homework/Lab:
o
HMWK3
RW: Due Friday 10/14 !!!
o
TH MT PREP !!!
o
TH MT Issues.....
WEDNESDAY 10/19: Take Home MIDTERM EXAM -- DUE FRIDAY 10/28 (10 days) .
Week 8/9:
* Modeling and Solving LP Problems in a Spreadsheet
Sensitivity Analysis and the Simplex Method
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3: Done/Review.
Ragsdale Chapter 4: Sensitivity
Analysis and the Simplex Method.
o
Lecture (pdf): 1/page.
o
Figures: Chapter
4 Figures (zip: 73k)
Weekly BSwan Wheat/Chaff Updates ("sift and winnow"):
Conditional Probability (Situational PRIORS/"strucurable aspects) SCENARIOS: "Map" these verbal (as prototype) models via a series of "situation" (conditional probability) based decision/manangemt strategies (scenarios)!!!
Homework/Lab Chap 3:
o
Exercise: Chapter
3, answer questions 4, 5, 6, 23, 24, 27, 31, 37, Case 3.1, Case 3.2 and Case
3.3.
o
HMWK4: Problem 3-46 (Due Friday 11/11)
o
Extra Credit: Case 3.1 (Due Friday, 11/11).
Homework/Lab Chap 4:
o
Exercise:
Chapter 4, answer questions 6, 8, 19, Case 4.1.
o
HMWK5:
Case 4.2 (due 1 week from Friday, 11/18).
o
HMWK4
(Chapter 4) Due Friday 11/11 (end of week 9)!!!
o
HMWK4 XC
Due Friday 11/11 (end of week 9)!!!
Week 9/10:
Network Modeling
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3: Done/Review.
o Ragsdale Chapter 4: Sensitivity
Analysis and the Simplex Method.
Ragsdale Chapter 5: Network Modeling.
o Lecture (pdf):
1/page.
o Figures: Chapter
5 Figures (zip: 52k)
Homework/Lab Chap 5:
o
Exercise:
Chapter 5, answer questions 7, 9, 10, 11, 18, 27, 28, 34, and Cases 5.1 and
5.4.
o
HMWK6 (Chapter 5)
Due Friday 11/11 (end of week 9)!!!
Week 10/11:
Integer Linear Programming
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3/4: Done/Review.
o Ragsdale Chapter 5: Network Modeling.
Ragsdale Chapter 6: Integer Linear Programming.
Lecture (pdf): 1/page.
Figures: Chapter
6 Figures (zip: 70k)
Homework/Lab Chap 6:
o
Answer Questions 5, 6,
11, 12, 13, 18, 21, Cases 6.1, 6.2, and 6.3.
o
HMWK7: to be determined
Week 11/12:
* Integer Linear Programming
Regression: The
Simple Linear Model
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3/4/5: Done/Review.
o Ragsdale Chapter 6: Integer Linear Programming.
Ragsdale Chapter 9, Regression
Analysis
Lecture (ppt,
slides 1-24): 1/page.
Figures (xls): Fig9-1, Fig9-4, Fig9-17, Fig9-25.
Homework/Lab Chap 9:
o
Ragsdale
Chapter 9: Problems 14, 17, 18, Case 9.1, Case 9.2.
o
HMWK8:
CASES 9.1 and 9.2. Due Friday, 10/19 !!!
o
HMWK8a CASE9-2.XLS
(data/xls).
o
HMWK8b CASE9-1.XLS
(data/xls).
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3/4/5/6: Done/Review.
Ragsdale Chapter 9, Regression
Analysis
Homework/Lab Chap 9:
o
Finish HMWK8: Due Friday11/19.
Readings:
o Math/Stats: Done/Review.
o Ragsdale, Chapter 1/2/3/4/5/6/9: Done/Review.
Ragsdale Chapter 12: Introduction to Simulation Using
Crystal Ball (OR @Risk) -- Using RSP (see below)!!!
·
New Version of Chapter 12!!! RSP Chapter 12 (55 page pdf: 8 M).
·
Lecture (pdf): 1/page.
·
RSP Chapter12 Figures (150k zip)
Frontline RSP Links/Tutorials:
ü Risk Solver
Platform (RSP) for Education background info: http://www.solver.com/monte-carlo-simulation-tutorial.htm (link)
ü RSP FAQs (link)
ü Simulation
Tutorial Link: A useful complement to the MC tutorial below – perhaps review
this first (???). Follow the trail…..
ü Monte
Carlos Simulation Link: This one is crucial – be
sure to follow the “trail” at end of each page !!!
ü Risk
Analysis Tutorial Link: Follow the trail ….
ü Optimization
Tutorial Link: This is a helpful review – but you should be beyond this by
now….
TH FINAL Readings:
Homework/Lab Chap 12:
·
Answer
Questions 3, 7, 12, 15, 22, 23, Case 12.1, Case 12.2.
HMWK9 (Chapter 12): to be determined.
IF THERE IS "Spare Time" (NOT likely):
Class Choice !!!
1.
Readings: Ragsdale Chapter 7: Goal Programming and Multiple Objective Optimization.
·
Lecture (pdf): 1/page.
·
Figures: Chapter 7 Figures (zip: 56k)
Homework/Lab Chap 7:
o
Answer Questions 10, 11, 15, , 18, 20, and CASE 7.1.
o
Homework # x: Chapter 6, Question zzz.
2. Readings: Ragsdale Chapter 8: Nonlinear
Programming.
·
Lecture (pdf): 1/page.
Homework/Lab Chap 8:
o
Answer questions 3-5,
9, 16, 18, 19, 24, 25, 26, 31, Case 8.1 and Case 8.2.
o
Homework # x: Chapter 8, Question zzz.
3. Readings: Ragsdale Chapter 15: Decision
Analysis.
·
Lecture (pdf): 1/page.
Homework/Lab Chap 15:
o
Answer Questions 7, 8, 10, 11, 16, 19, 25, 26 and Case 15.1.
o
Homework #x: zzz.
Final Exam Review; Student Evaluations.
TH FINAL READINGS|Files
* For sure:The use and abuse of scenarios (pdf/LINK).
* For sure: Predictive Modeling Isn't Magic (pdf/LINK)
*Possibly: McKinsey Global Survey Results: The challenges ahead for supply chains (pdf/LINK)
*Possibly: McKinsey Quareterly: Reshaping IT for Turbulent Times (pdf/LINK)
* Case 4-1 Template (xlsx/LINK).
ALL HOMEWORKS ARE DUE !!!
12/16 (Wed) Last Day of Classes!!!
12/14 TH FINAL||XC LABS: 2-5, 7-9:30
12/22 CUMULATIVE TH FINAL EXAM is DUE: Wednesday, 12/21, 12:45-2:45.
Turn in @ ENGR Hall Café!!!