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CASE STUDY
CASH - FOR - CLUNKERS
WENYIYAN
WYYWENYI@GMAIL.COM
(408)-858-6259
INTRODUCTION
Program: 2009 U.S. “Cash - for - Clunkers”
Encourage to retire old and lower MPG vehicle and purchase higher
MPG vehicle
Duration:
July and August 2009
Objective:
Stimulate U.S. Economy
Put more fuel-efficient cars on the road
Incentive:
$3,500 or $4,500 credit
KEY DATA
• Duration:
• 30 days
• Number of Trade-In Vehicles:
• 677,984
• Government spent (incentives):
• $2.8 Billion
• Total sales (MSRP) of New Vehicles:
• $15 Billion (14.42 trillion GDP in 2009) (0.1%GDP)
• National Coverage:
• 55 Areas (50 States + 1 District + 4 Insular areas)
QUESTION
 Identify the 10 most successful states and the 10 least
successful states.
 Study the trade-in behavior of west coast consumers
against consumers from other areas.
 Study the behavioral patterns of consumers purchasing
new vehicles.
 Evaluate the conclusion “wildly successful” from
government.
METHODOLOGY
• Step 1: calculate the average MPG of trade-in vehicles in each state
(MPG-old)
• Step 2: calculate the average MPG of new vehicles in each state
(MPG-new )
• Step 3: calculate the MPG % increase.
(MPG-new – MPG-old) / MPG-old
• Step 4: sum the total trade-in vehicles in each state
• Step 5: get the total number of registered vehicles in each state (census.gov)
• Step 6: calculate the trade-in coverage ratio in each state
number of trade-in vehicles/ registered vehicles
eg: California
MPG % increase = 66%
Trade-in coverage ratio = 0.22%
Data Point of California CA(66%, 0.22%)
METHODOLOGY
Y-Axis: Trade-in Coverage Ratio
origin : ( Avg x, Avg y)
Successful Area
Least Successful Area
X-Axis: MPG % Increase
• 55 areas of data points
• Plot 55 areas of data points in the
quadrant
• X-Axis: MPG % increase
• Y-Axis: Trade-in Coverage Ratio
• Origin:
• Average of MPG % increase in
55 areas
• Average of Trade-in Coverage
Ratio in 55 areas
• First quartile -> best performance
• Third quartile -> worst performance
• Origin (59%, 0.27%)
• California(66%,0.22%)
California (66%, 0.22%)
Y- Axis:
Trade-in Coverage Ratio:
Max: 0.60%
Min: 0.01%
Avg: 0.27%
Median: 0.26%
X- Axis:
MPG % Increase:
Max: 66.08%
Min: 51.15%
Avg: 58.57%
Median: 57.73%
Threshold Line:
Slope of Line: K = Δ Y / Δ X
(Max Trade-in - Min Trade-in Ratio)
(Max MPG % - Min MPG %)
Successful
States:
Oregon
Colorado
Virginia
Minnesota
Connecticut
Maryland
Rhode Island
Vermont
Maine
New Hampshire
Least Successful
States:
Georgia
South Carolina
Hawaii
South Dakota
Arkansas
Alabama
Alaska
Mississippi
*District of Columbia
Wyoming
State Performance by MPG & Trade in
Coverage (Geographic Visualization)
State Performance by Sales
Successful States:
California, Texas, New York, Florida, Illinois,
Pennsylvania, Ohio, Michigan, New Jersey,
Virginia
Least Successful States:
*District of Columbia, Wyoming, Alaska,
Montana, Hawaii, North Dakota, Vermont,
South Dakota, Rhode Island, Delaware
THE PERFORMANCE OF
WEST COAST CONSUMERS
MPG % increase
in West Coast and other areas
*West Coast refers to the states of California, Oregon and Washington.
64.7%
58.2%
54.0%
56.0%
58.0%
60.0%
62.0%
64.0%
66.0%
West Coast Other Areas
% MPG increase
0.076%
0.006%
0.000%
0.010%
0.020%
0.030%
0.040%
0.050%
0.060%
0.070%
0.080%
0.090%
West Coast Other Areas
% Trade in coverage
Trade-in Coverage
in West Coast and other areas
• West Coast consumers purchased more fuel efficient vehicles than other
areas.
• MPG % increase in west coast is higher than other areas by 14%.
• Trade-in ratio coverage in west coast is 11 times grater than other areas.
MPG / Trade-in Ratio
• More percentage consumers in other areas switched from trucks to passenger
cars.
81%
63%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
% truck in Trade-in
Vehicle in West Coast
% truck in New
Vehicle in West Coast
Trucks
86%
42%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
% truck in Trade-in
Vehicle in Other
Areas
% truck in New
Vehicle Other
Areas
Trucks
In west coast, there are 81%
trade-in vehicles which are
trucks. In new purchased
vehicles, there are 63% are
trucks.
18% consumers switched from
trucks to passenger cars.
In other area, there are 86%
trade-in vehicles which are
trucks. In new purchased
vehicles, there are 42% are
trucks.
44% of the consumers switched
from trucks to passenger cars.
Type of Vehicles
4%
61%
9%
26%
West Coast
EU Japan Korean US
3%
43%
12%
42%
Other Areas
EU Japan Korean US
• West coast consumers like to buy Japanese brand vehicles than other areas.
• 61% consumers purchased Japanese brand in west coast.
• Consumers in other areas bought more US brand vehicles than west coast.
• 42% consumers purchased US brand in other areas.
Brand of Vehicles
BEHAVIORAL PATTERNS OF
PURCHARSING NEW VEHICLES
Distribution of count number of Trade-in vehicles by age
0.00%
2.00%
4.00%
6.00%
8.00%
10.00%
12.00%
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
% of the total
0.00%
1.00%
2.00%
3.00%
4.00%
5.00%
6.00%
7.00%
8.00%
9.00%
0K
10K
20K
30K
40K
50K
60K
70K
80K
90K
100K
110K
120K
130K
140K
150K
160K
170K
180K
190K
200K
210K
220K
230K
240K
250K
260K
270K
280K
290K
300K
310K
320K
330K
340K
350K
360K
370K
380K
390K
400K
Count of Trade In Odometer Reading
Odometer:
Avg: 130,000 miles
Median: 140,000
miles
Cutoff >400K
Year:
Avg: 12
Median: 14
Distribution of count number of Trade-in vehicles by mileage
• Most people choose to buy a new vehicle when their cars are around 12 years old
and 130K miles.
Average years of trade-in vehicle:
12 years
Average mileage of trade -in vehicle:
130,000 miles
Year and Mileage
EVALUATE THE CONCLUSION
“WILDLY SUCCESSFUL”
EVALUATE
• Government Perspective
• Number of trade-in vehicles
• Program duration
• Survey
• Sample size (21% response)
• Insignificant level
• Question Design
• Incremental sales even without program
• 12% will still purchase vehicles
• Held off purchase in June 2009
• Disposed trade-in vehicles
• Good condition vehicles will be destroyed
• Wheel or tires can’t be reused
• 2 of the top 3 new vehicles are Japanese brands
• Macroeconomic
• GDP
• Unemployment Rate
Purchase Motivation
National Brand Protection
Wasteful Resources
Not a Robust Survey
Sustainable development
DATA SOURCE:
C.A.R.S Program data:
http://www.nhtsa.gov/Laws+&+Regulations/CARS+Program+Transaction+Data+and+Rep
orts
VEHICLE REGISTRATIONS DATA:
http://www.census.gov/compendia/statab/cats/transportation/motor_vehicle_registrations_
alternative_fueled_vehicles.html
• Automobiles, trucks, and buses (excludes motorcycles). Excludes vehicles owned by military services.
DATA CLEAN:
51 States (50 states + 1 Washington. DC)
Drop off four States: Guam Northern, Mariana Islands, Puerto Rico, Virgin Islands
(reason: no registrations information in census data)
DATA ANOMALIES
Trade in Odometer reading: 9,999,999, etc.
APPENDIX
THANK YOU

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Cash For Clunker (US CARS PROGRAM)

  • 1. CASE STUDY CASH - FOR - CLUNKERS WENYIYAN WYYWENYI@GMAIL.COM (408)-858-6259
  • 2. INTRODUCTION Program: 2009 U.S. “Cash - for - Clunkers” Encourage to retire old and lower MPG vehicle and purchase higher MPG vehicle Duration: July and August 2009 Objective: Stimulate U.S. Economy Put more fuel-efficient cars on the road Incentive: $3,500 or $4,500 credit
  • 3. KEY DATA • Duration: • 30 days • Number of Trade-In Vehicles: • 677,984 • Government spent (incentives): • $2.8 Billion • Total sales (MSRP) of New Vehicles: • $15 Billion (14.42 trillion GDP in 2009) (0.1%GDP) • National Coverage: • 55 Areas (50 States + 1 District + 4 Insular areas)
  • 4. QUESTION  Identify the 10 most successful states and the 10 least successful states.  Study the trade-in behavior of west coast consumers against consumers from other areas.  Study the behavioral patterns of consumers purchasing new vehicles.  Evaluate the conclusion “wildly successful” from government.
  • 5. METHODOLOGY • Step 1: calculate the average MPG of trade-in vehicles in each state (MPG-old) • Step 2: calculate the average MPG of new vehicles in each state (MPG-new ) • Step 3: calculate the MPG % increase. (MPG-new – MPG-old) / MPG-old • Step 4: sum the total trade-in vehicles in each state • Step 5: get the total number of registered vehicles in each state (census.gov) • Step 6: calculate the trade-in coverage ratio in each state number of trade-in vehicles/ registered vehicles eg: California MPG % increase = 66% Trade-in coverage ratio = 0.22% Data Point of California CA(66%, 0.22%)
  • 6. METHODOLOGY Y-Axis: Trade-in Coverage Ratio origin : ( Avg x, Avg y) Successful Area Least Successful Area X-Axis: MPG % Increase • 55 areas of data points • Plot 55 areas of data points in the quadrant • X-Axis: MPG % increase • Y-Axis: Trade-in Coverage Ratio • Origin: • Average of MPG % increase in 55 areas • Average of Trade-in Coverage Ratio in 55 areas • First quartile -> best performance • Third quartile -> worst performance • Origin (59%, 0.27%) • California(66%,0.22%) California (66%, 0.22%)
  • 7. Y- Axis: Trade-in Coverage Ratio: Max: 0.60% Min: 0.01% Avg: 0.27% Median: 0.26% X- Axis: MPG % Increase: Max: 66.08% Min: 51.15% Avg: 58.57% Median: 57.73% Threshold Line: Slope of Line: K = Δ Y / Δ X (Max Trade-in - Min Trade-in Ratio) (Max MPG % - Min MPG %)
  • 8. Successful States: Oregon Colorado Virginia Minnesota Connecticut Maryland Rhode Island Vermont Maine New Hampshire Least Successful States: Georgia South Carolina Hawaii South Dakota Arkansas Alabama Alaska Mississippi *District of Columbia Wyoming
  • 9. State Performance by MPG & Trade in Coverage (Geographic Visualization)
  • 10. State Performance by Sales Successful States: California, Texas, New York, Florida, Illinois, Pennsylvania, Ohio, Michigan, New Jersey, Virginia Least Successful States: *District of Columbia, Wyoming, Alaska, Montana, Hawaii, North Dakota, Vermont, South Dakota, Rhode Island, Delaware
  • 11. THE PERFORMANCE OF WEST COAST CONSUMERS
  • 12. MPG % increase in West Coast and other areas *West Coast refers to the states of California, Oregon and Washington. 64.7% 58.2% 54.0% 56.0% 58.0% 60.0% 62.0% 64.0% 66.0% West Coast Other Areas % MPG increase 0.076% 0.006% 0.000% 0.010% 0.020% 0.030% 0.040% 0.050% 0.060% 0.070% 0.080% 0.090% West Coast Other Areas % Trade in coverage Trade-in Coverage in West Coast and other areas • West Coast consumers purchased more fuel efficient vehicles than other areas. • MPG % increase in west coast is higher than other areas by 14%. • Trade-in ratio coverage in west coast is 11 times grater than other areas. MPG / Trade-in Ratio
  • 13. • More percentage consumers in other areas switched from trucks to passenger cars. 81% 63% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% % truck in Trade-in Vehicle in West Coast % truck in New Vehicle in West Coast Trucks 86% 42% 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% % truck in Trade-in Vehicle in Other Areas % truck in New Vehicle Other Areas Trucks In west coast, there are 81% trade-in vehicles which are trucks. In new purchased vehicles, there are 63% are trucks. 18% consumers switched from trucks to passenger cars. In other area, there are 86% trade-in vehicles which are trucks. In new purchased vehicles, there are 42% are trucks. 44% of the consumers switched from trucks to passenger cars. Type of Vehicles
  • 14. 4% 61% 9% 26% West Coast EU Japan Korean US 3% 43% 12% 42% Other Areas EU Japan Korean US • West coast consumers like to buy Japanese brand vehicles than other areas. • 61% consumers purchased Japanese brand in west coast. • Consumers in other areas bought more US brand vehicles than west coast. • 42% consumers purchased US brand in other areas. Brand of Vehicles
  • 16. Distribution of count number of Trade-in vehicles by age 0.00% 2.00% 4.00% 6.00% 8.00% 10.00% 12.00% 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 % of the total 0.00% 1.00% 2.00% 3.00% 4.00% 5.00% 6.00% 7.00% 8.00% 9.00% 0K 10K 20K 30K 40K 50K 60K 70K 80K 90K 100K 110K 120K 130K 140K 150K 160K 170K 180K 190K 200K 210K 220K 230K 240K 250K 260K 270K 280K 290K 300K 310K 320K 330K 340K 350K 360K 370K 380K 390K 400K Count of Trade In Odometer Reading Odometer: Avg: 130,000 miles Median: 140,000 miles Cutoff >400K Year: Avg: 12 Median: 14 Distribution of count number of Trade-in vehicles by mileage • Most people choose to buy a new vehicle when their cars are around 12 years old and 130K miles. Average years of trade-in vehicle: 12 years Average mileage of trade -in vehicle: 130,000 miles Year and Mileage
  • 18. EVALUATE • Government Perspective • Number of trade-in vehicles • Program duration • Survey • Sample size (21% response) • Insignificant level • Question Design • Incremental sales even without program • 12% will still purchase vehicles • Held off purchase in June 2009 • Disposed trade-in vehicles • Good condition vehicles will be destroyed • Wheel or tires can’t be reused • 2 of the top 3 new vehicles are Japanese brands • Macroeconomic • GDP • Unemployment Rate Purchase Motivation National Brand Protection Wasteful Resources Not a Robust Survey Sustainable development
  • 19. DATA SOURCE: C.A.R.S Program data: http://www.nhtsa.gov/Laws+&+Regulations/CARS+Program+Transaction+Data+and+Rep orts VEHICLE REGISTRATIONS DATA: http://www.census.gov/compendia/statab/cats/transportation/motor_vehicle_registrations_ alternative_fueled_vehicles.html • Automobiles, trucks, and buses (excludes motorcycles). Excludes vehicles owned by military services. DATA CLEAN: 51 States (50 states + 1 Washington. DC) Drop off four States: Guam Northern, Mariana Islands, Puerto Rico, Virgin Islands (reason: no registrations information in census data) DATA ANOMALIES Trade in Odometer reading: 9,999,999, etc. APPENDIX

Hinweis der Redaktion

  1. Cash for clunkers was a $3 billion program that attempted to stimulate U.S. economy and improve the environment by encouraging more consumers to retire old vehicles and purchase new fuel efficient vehicles by giving monetary incentive of $3,500 or 4,500 credit
  2. % GDP
  3. X Axis Y Axis Coordinate is average of the MPG and Trade in coverage
  4. The Darker the red The bigger the circle Using this performance metric: States with better performance are along the coasts. States with bad performance mid east
  5. Stimulate the economic, performance metrics would be contribute by the Sales Money $$$$
  6. In west Coast MPG % increase is 64.7%,
  7. In west Coast MPG % increase is 64.7%,
  8. Sustainable development