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Brian D' Mohr and Jilan Chen

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Previous survey conducted in 1994. Shorter term enhancements planned for four-step model ... focused survey dataset. Develop detailed survey analysis report ... – PowerPoint PPT presentation

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Title: Brian D' Mohr and Jilan Chen


1
SEMCOG Household Travel Survey Data Processing
and Reasonableness Checks
  • Brian D. Mohr and Jilan Chen
  • Southeast Michigan Council of Governments
  • 11th TRB Applications Conference
  • Daytona Beach, FL
  • May 8, 2007

2
Detroit
3
SEMCOG Region
Communities 234
Population4.9 million
Licensed drivers3.4 million
Annual VMT49 billion
Miles of road23,000
4
Presentation Topics
  • Summary of data processing and reasonableness
    checks performed on 2004 household travel survey
    data
  • Survey background information
  • Calculation of survey expansion factors
  • Future initiatives and lessons learned

5
Why Collect New Household Survey Data in 2004?
  • New snapshot of regional travel behavior needed
  • Previous survey conducted in 1994
  • Shorter term enhancements planned for four-step
    model
  • Possible future move to activity-based model
  • Opportunity to partner with MDOT

6
2004 Household Travel Survey Background
  • Combination of two household surveys
  • Michigan Travel Counts
  • SEMCOG Travel Counts
  • Survey similarities
  • Consultants (MORPACE, PB, Brogan)
  • Activity-based survey design
  • Survey methodology
  • Relational database structure

7
(No Transcript)
8
QA/QC Measures During Data Collection
  • Computer-Assisted Telephone Interviewing (CATI)
    logic checks
  • MORPACE post-processing checks
  • Parsons Brinckerhoff interim audits
  • SEMCOG interim audits
  • Review of questionable records
  • Number of persons, workers, autos per household
  • Distributions of trip rates and trip lengths

9
SEMCOGs Post-Processing Data Checks
Database Integrity Checks
Individual Field Checks
Intra-Record Checks
Inter-Record Checks
Distribution Plots
10
Database Integrity Checks
  • Checked primary keys for each table
  • Checked relationships among tables
  • Person ? household
  • Household ? person
  • Trip ? person

11
Individual Field Checks
  • Determined if attribute values fell within valid
    ranges
  • Corrected obvious errors
  • Found explanations for unusual errors, clarified
    confusing field definitions

12
Intra-Record Checks
  • Date versus day of week
  • Related age fields
  • Related transit pass/cost fields
  • Related school variables, work variables
  • Fields containing geocoding information
  • Origin/destination, arrival/departure fields
  • Trip-table fields related to travel modes, travel
    costs, number of passengers

13
Inter-Record Checks
  • Arrival location, time compared to subsequent
    departure location, time
  • Destination activity compared to subsequent
    origin activity
  • Trip characteristics for members of same household

14
Distribution Plots
  • Distributions plotted for travel times,
    distances, speeds, activities
  • Distributions stratified by mode, purpose,
    geographic area
  • Useful for identifying outlying data

15
Assessment of Data Quality
  • Overall assessment
  • Excellent data quality
  • Vast majority of checks uncovered no errors
  • Specific findings database integrity, individual
    field checks
  • Trip records discovered for immobile
    participants
  • Definition clarified for stop field

16
Assessment of Data Quality
  • Specific findings (intra-record, inter-record,
    distribution checks)
  • 22 records with incorrect day of week
  • 587 locations missing geocoding attributes
  • 29 records with identical arrival time and
    subsequent departure time
  • Work trips found for households with no workers
  • Outliers found in some distribution plots

17
Household Geocoding Checks
  • All household locations mapped for both MDOT,
    SEMCOG surveys
  • Used to separate households in region from
    households outside of region
  • Used to check county attribute values

18
Consultation with Parsons
  • Suggestions for performing specific data checks
  • Opinion on reasonableness of basic survey
    statistics
  • Assistance on combining two surveys
  • Assistance with calculating expansion factors

19
Combining the Surveys
  • Concerns with second day of MDOT survey
  • Personal trip-rates dropped from 3.64 to 3.19
  • Zero-trip households increased from 8.1 to
    11.0
  • Decisions
  • Combine only first day of MDOT survey with SEMCOG
    survey
  • Calculate, apply expansion factors after
    combining surveys

20
Survey Expansion Issues
  • Household size, auto ownership, number of workers
    64 stratification cells
  • Spatial stratification (preferably by county)
  • Lack of sufficient samples in some cells
  • Balancing desire for precision, need for
    aggregation

21
Calculating Expansion Factors
  • Cells with insufficient samples aggregated
  • Initial expansion factors proposed based on
    experience from other urban areas
  • Four-dimensional algorithm by Parsons used to
    calculate final expansion factors

22
Using Draft Expansion Factors
23
Using Final Expansion Factors
24
Future Initiatives
  • Perform additional QA/QC checks
  • Analyze transit-focused survey dataset
  • Develop detailed survey analysis report
    (including 1994/2004 data comparison)
  • Develop summary report (regional snapshot for
    public/media)
  • Use data in model

25
Lessons Learned
  • QA/QC essential from data collection through
    post-processing
  • One travel day sufficient for our needs
  • GIS useful tool for performing checks
  • Four-dimensional expansion factor calculation
    possible

26
SEMCOG Household Travel Survey Data Processing
and Reasonableness Checks
  • Brian D. Mohr and Jilan Chen
  • Southeast Michigan Council of Governments
  • 11th TRB Applications Conference
  • Daytona Beach, FL
  • May 8, 2007
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