🎧 New: AI-Generated Podcasts Turn your study notes into engaging audio conversations. Learn more

Disaggregated Data and Choice Models
40 Questions
0 Views

Disaggregated Data and Choice Models

Created by
@DesirousNobelium5157

Podcast Beta

Play an AI-generated podcast conversation about this lesson

Questions and Answers

What factors can be used to segment dissimilar consumer groups?

  • Education level and age
  • Hobbies and interests
  • Gender and ethnicity
  • Income and trip purpose (correct)
  • Which of the following components is NOT part of the aggregate demand function V = D(A, S)?

  • Service attributes
  • Social and economic characteristics
  • Investment costs (correct)
  • Volumes of consumers
  • What is a characteristic of disutility in the context of travel?

  • It is an irrelevant concept in transportation studies.
  • It enhances the overall utility of travel.
  • It highlights the limitations of travel in fulfilling needs. (correct)
  • It is the capacity of travel to meet personal desires.
  • Which model is part of the four-step urban transportation model system?

    <p>Trip generation</p> Signup and view all the answers

    What is meant by travel being a 'derived demand'?

    <p>Travel demand arises from the need for physically separated activities.</p> Signup and view all the answers

    What does the term 'network assignment' refer to in the context of urban transportation modeling?

    <p>Allotting trips to specific routes within a network</p> Signup and view all the answers

    Which statement does NOT represent an implication of travel behaviors?

    <p>Evaluating new technologies is unnecessary.</p> Signup and view all the answers

    In the context of aggregate models, what does the variable 'S' represent?

    <p>Service attributes of transportation choices</p> Signup and view all the answers

    What is a method to reduce travel costs mentioned in the content?

    <p>Congestion levies</p> Signup and view all the answers

    What is the 'activity-based approach' to modeling travel demand focused on?

    <p>People's activity engagement</p> Signup and view all the answers

    Which of the following is NOT mentioned as a reason why travel might be intrinsically desirable?

    <p>Transportation cost savings</p> Signup and view all the answers

    What type of policies are intended to reduce travel demand by changing costs?

    <p>Demand-oriented policies</p> Signup and view all the answers

    Which action is associated with supply-oriented policies?

    <p>Expanding physical infrastructure</p> Signup and view all the answers

    Why might individuals value travel despite economic assessments?

    <p>Travel can have intrinsic value</p> Signup and view all the answers

    What is one way to reduce travel by bringing activities closer together?

    <p>Increasing density of land use</p> Signup and view all the answers

    Which of the following is NOT an example of using ICT to conduct activities remotely?

    <p>On-site shopping</p> Signup and view all the answers

    What primarily defines home-based trips?

    <p>Trips that have one trip end at a household</p> Signup and view all the answers

    What are trip productions in the context of trip generation analysis?

    <p>The origins of home-based trips</p> Signup and view all the answers

    Which type of trip analysis focuses on the destinations of trips?

    <p>Trip attraction analysis</p> Signup and view all the answers

    What distinguishes non-home based trips from home-based trips?

    <p>They do not start or end at a household</p> Signup and view all the answers

    Which characteristic is typically tied to socio-economic factors affecting trip demand?

    <p>Income levels</p> Signup and view all the answers

    What is the primary function of trip generation analysis?

    <p>To relate trip intensity to land use measures</p> Signup and view all the answers

    Which of the following is NOT a characteristic that affects demand?

    <p>Geographic</p> Signup and view all the answers

    What best describes an institutional household?

    <p>Unrelated persons living in an institution with common meals</p> Signup and view all the answers

    What is the primary purpose of disaggregating data?

    <p>To identify vulnerable populations and hidden trends.</p> Signup and view all the answers

    Which of the following is NOT an example of how data can be disaggregated?

    <p>By average income level</p> Signup and view all the answers

    What characteristic distinguishes disaggregate models from aggregate models?

    <p>Disaggregate models focus on individual or household behaviors.</p> Signup and view all the answers

    Which of the following best describes discrete choice models?

    <p>Models that predict choices among a set of discrete alternatives.</p> Signup and view all the answers

    What is a necessary requirement for a choice set in a discrete choice model?

    <p>It must be collectively exhaustive.</p> Signup and view all the answers

    Which model is recognized as the most prominent in disaggregate travel demand models?

    <p>Binary Logit model</p> Signup and view all the answers

    How do discrete choice models primarily address the question of selection among alternatives?

    <p>By assigning a utility value to each available alternative.</p> Signup and view all the answers

    What is a feature commonly associated with aggregate data that is not present in disaggregated data?

    <p>Generalized insights about populations</p> Signup and view all the answers

    Which factor is NOT typically considered a demographic factor influencing travel demand?

    <p>Income</p> Signup and view all the answers

    What is the first step in the four-step urban transport model?

    <p>Trip generation</p> Signup and view all the answers

    Which of the following factors does NOT directly contribute to the aggregation of demand in urban transportation planning?

    <p>Population density</p> Signup and view all the answers

    Which of the following is likely to affect travel demand over time?

    <p>Significant changes in cultural aspects</p> Signup and view all the answers

    What is the primary goal of the urban transportation demand modeling process?

    <p>To predict future travel demand and infrastructure needs</p> Signup and view all the answers

    What characterizes the modal split step in the four-step urban transport model?

    <p>Determining preferred transport modes for trips</p> Signup and view all the answers

    Which of the following is a factor that affects travel demand due to economic reasons?

    <p>Vehicle ownership</p> Signup and view all the answers

    Which aspect is least likely to be a focus in urban transportation planning?

    <p>Personal interests of travelers</p> Signup and view all the answers

    Study Notes

    Disaggregated Data

    • Disaggregated data is derived from aggregated data.
    • It is broken down into smaller units to reveal specific issues or trends.
    • Helps to identify vulnerable populations or hidden trends.
    • Establishes the scope of a problem and makes vulnerable groups visible to policymakers.
    • Informs policy and service development by providing deeper insights.
    • Disaggregation can focus on gender, urban-rural location, income, socio-cultural or ethnic background, language, geographical location, political-administrative units, or age groups.

    Disaggregate Models

    • Explains the travel behavior of individuals or households directly.
    • Data is used at the disaggregated level, rather than averaging into large aggregates.

    Discrete Choice Models

    • Describes, explains, and predicts choices between two or more discrete or finite set of alternatives.
    • Used in situations with countable outcomes.
    • Asks the question “which one amongst the available options should be chosen?”

    Logit Model

    • Most prominent methodology used in disaggregate travel demand models.
    • Assumes each individual makes selections from among a set of alternatives.
    • Assumes individuals assign a utility value to each alternative in their choice set.

    Choice Set

    • Represents the set of alternatives available to an individual.
    • Must meet three requirements:
      • Collectively exhaustive: all possible alternatives are included
      • Mutually exclusive: alternatives are distinct from each other
      • Measurable: each alternative can be assigned a quantitative value.

    Aggregate Groups

    • Consumers are grouped based on similarity in preferences and characteristics.
    • Segmentation can be made using geographical zones based on:
      • Income
      • Automobile availability
      • Household size
      • Occupation of family head
      • Trip purpose

    Forms of Aggregate Demand Models

    • Take the form V = D(A, S):
      • V: vector of volumes or numbers of consumers making particular choices
      • A: Social, economic, and other characteristics of the activity system
      • S: Service attributes that characterize transportation choices

    Examples of Aggregate Demand Functions

    • Gravity models
    • Intercity mode choice models
    • Four-step urban transportation model system:
      • Trip generation (Travel frequency)
      • Trip distribution (Where trips go)
      • Modal split (share amongst nodes)
      • Network assignment (allotment to routes in the network)

    Policies to Control Movements in a System

    • Aim to affect behavior, whether supply-oriented or demand-oriented.

    Supply-Oriented Policies

    • Expand physical infrastructure
    • Effectively manage existing supply (TSM)
    • Increase supply or reduce costs for underserved populations using non-auto modes

    Demand-Oriented Policies

    • Generally intended to reduce demand by changing cost.
    • Increase cost through congestion levies, fuel taxes, parking levies, or other measures.
    • Bring activities closer together.
    • Use of ICT to remote conduct activities (telecommuting, e-conferencing, etc.)

    Factors Affecting Travel Demand

    • Demographic and social factors:
      • Population
      • Household composition
      • Age
      • Cultural aspects
      • Gender
    • Economic factors:
      • Employment
      • Income
      • Vehicle ownership
      • Land use patterns

    Urban Transportation Planning (UTP)

    • Understands the factors influencing urban travel demand.
    • Develops relationships between these factors and travel demand.
    • Uses these relationships to predict future travel demand and transport infrastructure needs.

    Four-Step Urban Transport Model

    • Predicts urban flows through four steps:
      • Trip generation: trips made by a market segment for each zone
      • Trip distribution: trips originating at each zone are distributed among destinations
      • Modal split: trips from a particular zone to a destination are split among modes
      • Network assignment: trips are assigned to paths within the modelled network

    Aggregation of Demand

    • Consumers are aggregated into zones based on:
      • Average income per household
      • Average automobile ownership per house
      • Household size
      • Occupation of breadwinner
      • Family composition
      • Geographic location
      • Trip purpose
    • Output is generally the number of trips produced and attracted by a given spatial unit.

    Trip Generation

    • Relates the intensity of trip making to and from each traffic zone to land use.
    • Two types of analysis:
      • Trip production: origin of trips
      • Trip attraction: destination of trips

    Home and Non-Home Based Trips

    • Home-based trips have one end at a household.
    • Non-home based trips do not have either end at a household.

    Productions and Attractions

    • Productions: origins of non-home based trips or home ends of home based trips
    • Attractions: destinations of non-home based trips or non-home ends of home based trips

    Household

    • A group of persons who normally live together and take their meals from a common kitchen.

    Institutional Household

    • A group of unrelated persons who live in an institution and take their meals from a common kitchen.
      • Examples: hostels, rescue homes, orphanages, jails, hotels etc.

    Characteristics Affecting Demand

    Characteristic Examples
    Socio-economic Income, education, occupation, living conditions, etc.
    Demographic Population, gender, income level, marital status, ethnic origin, education level, etc.
    Land use Residential, commercial, government, institutional, recreation, green space, mixed, etc.

    Studying That Suits You

    Use AI to generate personalized quizzes and flashcards to suit your learning preferences.

    Quiz Team

    Related Documents

    TSA.pdf

    Description

    This quiz explores the concepts of disaggregated data and discrete choice models. It highlights how breaking down data provides insights for policymakers and how discrete choice models predict decision-making. Test your understanding of these critical data analysis techniques.

    Use Quizgecko on...
    Browser
    Browser