GIS Research Methods

GIS Research Methods
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Описание книги

GIS Research Methods: Incorporating Spatial Perspectives shows researchers how to incorporate spatial thinking and geographic information system (GIS) technology into research design and analysis. Topics include research design, digital data sources, volunteered geographic information, analysis using GIS, and how to link research results to policy and action. The concepts presented in GIS Research Methods can be applied to projects in a range of social and physical sciences by researchers using GIS for the first time and experienced practitioners looking for new and innovative research techniques.

Оглавление

Steven J. Steinberg. GIS Research Methods

Contents

Preface

Organization of the book

Chapter 1: Why think spatially?

Chapter 2: Spatial conceptualization and implementation

Chapter 3: Research design

Chapter 4: Research ethics and spatial inquiry

Chapter 5: Measurement, sampling, and boundaries

Chapter 6: Using secondary digital and nondigital data sources in research

Chapter 7: Survey and interview spatial data collection and databases

Chapter 8: Public participation GIS

Chapter 9: Qualitative spatial ethnographic field research

Chapter 10: Evaluation research from a spatial perspective

Chapter 11: Conducting analysis with ArcGIS software

Chapter 12: Spatial analysis of qualitative data

Chapter 13: Communicating results and visualizing spatial information

Chapter 14: Linking results to policy and action

Chapter 15: Future directions for geospatial use

Acknowledgments

About the authors

Chapter 1. Why think spatially?

Learning objectives

Key concepts

Using spatial knowledge

What is GIS?

Understanding geographic information systems

A new approach to research methods

The spatial advantage for research

Spatial thinking

Space and place

Spatial analysis

Historic examples

Spatial thinking and social inequality in Chicago slums

Railroads as indicators of civilized society

Spatial thinking in research

Visualize and communicate

Contextualize

Integrate

Holistic understanding

Implement

Multiple research methods approach

Sociospatial thinking

Historic poverty example

GIS as a useful tool

Review questions

Additional readings and references

Relevant websites

Chapter 2. Spatial conceptualization and implementation

Learning objectives

Key concepts

The G in GIS

Difficulties with the G

Expanding the G

The I in GIS

Extending the I

The S in GIS

Difficulties with the S

Conceptual data model: Incorporating GIS

Analytical approach: Phases of abstraction

Reality

Logical data model

Physical data model

Determining project goals

Guiding questions

Questions about concept

Questions about data

Questions about location

Questions for analysis

Steps in the research process

Public health example

Moving forward

Review questions

Additional readings and references

Relevant websites

Chapter 3. Research design

Learning objectives

Key concepts

What is the purpose of your research?

Descriptive research

Exploration

Explanation

Deductive versus inductive approach to research

Stages of sociospatial research for deductive research

Choose a topic

Define the problem

Conduct a literature review

Develop a hypothesis

Develop a conceptual model

Choose research methods

Operationalization: Measurement

Collect and prepare the data

Ground truth (verify) the data

Analyze the data

Share the results

Grounded theory: GIS using an inductive approach

Sociospatial grounded theory using GIS

Determine a topic of interest

Determine a geographic location of interest

Collect the data

Geocode the data

Ground truthing the data

Analyze the data and look for spatial and social patterns

Generate theory (spatial and social)

Moving forward

Review questions

Additional readings and references

Relevant websites

Chapter 4. Research ethics and spatial inquiry

Learning objectives

Key concepts

Research ethics and GIS

Social implications

Cultural implications

Political implications

Errors caused by analysis

Existing data sources

Variations in data accuracy, scale, and temporal change

Errors in human inquiry

Inaccurate observations

Overgeneralization

Selective observation

Illogical reasoning

Ecological fallacy

Ethics and data collection

Privacy

Anonymity

Confidentiality

Data aggregation

Masking

Primary and secondary data

Ethics and data sharing

Ethics and data storage

Review questions

Additional reading and references

Relevant websites

Chapter 5. Measurement, sampling, and boundaries

Learning objectives

Key concepts

Moving beyond your personal experience

Choosing a sampling method for your spatial analysis

Type of data source: Primary or secondary

Concepts, variables, and attributes

Operationalization of concepts in GIS

Different data types: Matching geographic and social variables

Data sampling and GIS

Probability and nonprobability sampling

Nonprobability sampling

Purposive sampling

Available subjects

Snowball sampling

Quota sampling

Random sampling

Study area and sample unit boundaries

Edge effects

The modifiable area unit problem (MAUP)

Selecting boundaries

Review questions

Additional readings and references

Relevant websites

Chapter 6. Using secondary digital and nondigital data sources in research

Learning objectives

Key concepts

Evaluating data sources

Searching for secondary data

Evaluating data suitability

Obtaining GIS data from the Internet

Choosing GIS variables

Questions to consider about data

1. What is the main goal of your study (predictive, comparative, or descriptive)?

2. Does your study involve a variety of concepts and variables, and do their locations matter?

3. What data exist for your study location and/or variables?

4. Does your study involve a comparison of different locations?

5. Does distance play a role in your study?

6. What are your project resources?

Validity and reliability

Validity

Validity of secondary data and GIS

Reliability

Reliability and GIS

Obtaining data from offline sources

Using news as a source of data

Review questions

Additional readings and references

Relevant websites

Chapter 7. Survey and interview spatial data collection and databases

Learning objectives

Key concepts

Developing your own data

Survey-based data collection

Survey sampling

Interview-based data collection

When is it appropriate to use an interview?

Interview sampling

Spatializing your survey or interview questions

Using GIS in the field, with and without a computer. Without a field computer

With a field computer

Data collection considerations

Address matching

Using the Global Positioning System

Creating basemaps from scratch

Unit of analysis

Database concepts and GIS

Rules for GIS database development

Creating GIS-friendly data tables

Space and case

Data format and coding considerations

Software output formats

Review questions

Additional readings and references

Relevant websites

Chapter 8. Public participation GIS

Learning objectives

Key concepts

Public participation GIS and participatory GIS

GIS as a tool for voice and empowerment

Using public participation GIS as part of mixed methods

Does using GIS mean I have to be “high-tech” in the field?

Using a computer to record the data

Internet-based methods

Volunteered geographic information

Maps of your research area

Qualitative data and GIS files

Conducting a PPGIS data collection

Decide which type of PPGIS

Starting from the bottom up: The value of inductive spatial research

Choose a general topic to investigate

Define a geographic area of interest

Define the community of interest

Who lives in the community of interest?

Finding regional economic data

Locating historic data

Understanding a community through newspapers

Using spatial data to enhance the understanding of a community

Talk with local leaders

Approach local groups to see about conducting PPGIS

Earn the trust of the local community

Developing a good working relationship with a particular group

Identifying a trusted person in the group with which you are trying to work

Organizing a face-to-face meeting

Establish agreements about how you will share your findings and data with the local groups

Preparing for your own PPGIS session

The right location

Time

Map of the study area

Clear directions

Group monitors

Colored markers or pens

A flat surface for the exercise

Incentives or prizes

Refreshments

Review questions

Additional readings and references

Relevant websites

Chapter 9. Qualitative spatial ethnographic field research

Learning objectives

Key concepts

Sociospatial documentation

Integrating GIS into field research

Technology in the field

Access to basemaps

Ground truth map data

Identify local sources of data

Cultural perceptions of technology

Results of the study

Public communication

Ethnography

A spatial ethnography?

Case study research

What role would a GIS play?

Oral history interviews

How to integrate GIS?

Participant observation

So where does GIS fit into the study?

Data cataloging

Review questions

Additional readings and references

Relevant websites

Chapter 10. Evaluation research from a spatial perspective

Learning objectives

Key concepts

What is evaluation research?

Why do evaluation research?

Evaluation research questions

What populations or entities are the programs helping, the target population or another population (latent population)?

Which programs, policies, or interventions are succeeding, and which are not?

Specifically, how are the programs, policies, or interventions helping certain populations?

What can be done to improve the resource use of these programs, policies, or interventions?

Sociospatial evaluation research

Sociospatial evaluation research questions

What is the geographic target area for your project or program?

What natural and environmental features affect the target population?

What human-constructed features affect the target population?

Where are the programs, policies, or interventions both succeeding and falling short?

What are the geographical features that limit the success of various programs, policies, or interventions?

What are the spatial features of an environment that help to foster the success of various programs, policies, or interventions?

Designing an evaluation research project

What are you evaluating?

Determining your goals using benchmarks

Group versus individual focus

Sociospatial evaluative focus group

Evaluation interview

Evaluation survey

Evaluative spatial observations

Evaluating existing data or documents

Presenting the spatial evaluation

Introduction to the evaluation

Project background

Methods

Results

Conclusions and recommendations

The challenges and benefits of evaluation research

Review questions

Additional readings and references

Relevant websites

Chapter 11. Conducting analysis with ArcGIS software

Learning objectives

Key concepts

Approaching the analysis

What questions did you ask?

What tools and analyses are applicable?

Organizing the analysis

Analysis techniques

Cartographic classification

Buffer and overlay

Buffer

Why are buffers popular as an analytical tool?

Overlay

Proximity polygons and nearest neighbors

Social networks and network analysis

Network analysis

Least cost analysis

Topographic tools

Spatial interpolation and simulation

Modeling

Raster modeling

When to use GIS as a problem-solving tool

Potential pitfalls

Revisiting the accessibility example

Test it

Virtual reality is still not reality

Spatial statistics

ArcGIS Spatial Analyst

Review questions

Additional readings and references

Relevant websites

Chapter 12. Spatial analysis of qualitative data

Learning objectives

Key concepts

Qualitative data and GIS

What are qualitative data?

Spatial qualitative analysis

How do you know if your data are qualitative?

Different data sources

Historical data

Newspapers

Interviews with local leaders

Technological equivalents

Steps for spatial qualitative analysis

Step 1: Creating a list of data types and their origins

Step 2: Determining the purpose of your analysis

Step 3: Determining themes and creating variables

Identifying relevant themes

Defining themes

Giving themes variable names

Step 4: Coding themes and quantifying

Creating frequency tables

Step 5: Spatializing your data

Step 6: Identifying spatial patterns in your data

Step 7: Drawing conclusions

Review questions

Additional readings and references

Relevant websites

Chapter 13. Communicating results and visualizing spatial information

Learning objectives

Key concepts

Keys to effective communication

Audience

Purpose

Information

Interest in the topic

Map context

Culture and map visualization

GIS output

Data visualization

Statistical output

Exporting data to other applications

Selecting the mode of communication

Web-based information

Reports

Pamphlet

Poster

Oral or slide presentations

Preparing the final product

Goal

Geography

Audience

Resources

Temporality

Conclusion

Review questions

Additional readings and references

Relevant websites

Chapter 14. Linking results to policy and action

Learning objectives

Key concepts

GIS and visualizing policy

What is policy?

Spatially based policy

How does someone create policy?

Challenges to creating good policy

Limited time to make decisions

Working with decision makers

Limited knowledge

Politics of spatial data

GIS in governmental decision making

A fire example

Sylmar fire

Longitudinal fire data example

Coordinating data

Decision support systems

From maps to action

How to create good place-based policy

Use multiple methods

Actively consider data

Interdisciplinary approaches

Stakeholder diversity

Geographic boundaries

Natural resources, place, and use

Temporality and control

Foster transparency

Final thoughts

Review questions

Additional readings and references

Relevant websites

Chapter 15. Future directions for geospatial use

Learning objectives

Key concepts

Imagine the future

Geospatial agility

Image versus data

A rebirth of spatial awareness

GIS is an art form

GIS as change technology

Identifying social inequality

The role of geospatial crowdsourcing

New directions for GIS-based research

Spatial data and smartphones

Visualization and GIS

Faster response time

Parting thoughts

Suggestions for student research projects

Review questions

Additional readings and references

Relevant websites

Index

Отрывок из книги

To our son, Joshua

Acknowledgments

.....

Preparing the final product

Conclusion

.....

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