principles of survey design · basic survey designs study design longitudinal surveys: trends a...

36
Principles of Survey Design Pryseley Assam (PhD) Singapore Clinical Research Institute

Upload: others

Post on 17-Jun-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Principles of Survey

Design

Pryseley Assam (PhD)

Singapore Clinical Research Institute

Page 2: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Introduction

Basic survey designs

Selection of participants

Mode of administration

Instrument design

Concluding remarks

Outline

Insert DateInsert Footer (Use Footer Option) 2

Page 3: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Definition

Why do a survey?

Information not available from other sources

Unbiased representation of population of interest

Standardization of measurement

Introduction

Insert DateInsert Footer (Use Footer Option) 3

A survey is a systematic method of collecting data from a

population of interest. It tends to be quantitative in nature

and aims to collect information from a sample of the

population such that the results are representative of the

population within a certain degree of error.

Page 4: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

SampleWho will you interview?

Steps in conducting a survey

GoalsWhat you want to learn?

QuestionnaireWhat will you ask?

Data

Collect and analyzeProduce reports

InterviewHow will you interview?

Conduct

Who will administer the survey? Cost, …

Introduction

Insert DateInsert Footer (Use Footer Option) 4

Questionnaire

Sample

Interview

Page 5: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Goals

Clarify the purpose of the survey

Stakeholders, issues to be explored, …

Sample

Study design

Characteristic of your target population

Census, sample, sub-groups, …

Sampling scheme and sample size

Steps in conducting a survey

Insert DateInsert Footer (Use Footer Option) 5

Page 6: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Questionnaire

Decide on what questions to ask

Set the types of response formats

Set the layout of the questionnaire

Pilot testing – if possible

Interview

What is the best method of communication?

Interviews (face-to-face, telephone)

Self-administered (web, mail) survey

Paper-and-pencil vs computer-assisted

Steps in conducting a survey

Insert DateInsert Footer (Use Footer Option) 6

Page 7: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Conduct

Design the survey, select the sample,

Administer the questionnaire (trained interviewer, mail)

Collect the data

Data

Code the responses in a standardized form

Analyze the data & describe the sample

Generalize the results to the target population

Write a report/article/presentation

Steps in conducting a survey

Insert DateInsert Footer (Use Footer Option) 7

Page 8: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Before you plan to do a survey…

Think about who is going to …

Design and administer the survey

Enter, analyze and interpret the data

Write up and present the results/findings

Use the findings

Pay for it all...

Is there an existing survey collecting similar data?

Does the survey require approval (ethical, …)?

Insert DateInsert Footer (Use Footer Option) 8

Page 9: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Introduction

Basic survey designs

Selection of participants

Mode of administration

Instrument design

Concluding remarks

Outline

Insert DateInsert Footer (Use Footer Option) 9

Page 10: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Basic survey designs

Objectives

Insert DateInsert Footer (Use Footer Option) 10

Descriptive Analytical

Estimates (exploratory) Explains (explanatory)

What?

Profiles characteristics of group

Why?

Analyzes why group has characteristics

No statistical hypothesis:

Does not require comparisons

between groups or over time

Assumes a statistical hypothesis:

Requires comparisons between groups

or over time

Example:

What is the prevalence of

diabetes among adults in

Singapore?

Example:

Are adult diabetic more likely (than

adult non-diabetics) to have

hypertension?

Page 11: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Basic survey designs

Study Design

Cross-Sectional Surveys

Data are collected at one point in time from a sample

selected to represent a larger population.

Insert DateInsert Footer (Use Footer Option) 11

Population

Adult hypertensive patients in Singapore in 2011

Sample200 Hypertensive patients

Page 12: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Basic survey designs

Study Design

Longitudinal Surveys: Trends

A series of cross-sectional surveys

Different samples of comparable population over time

Provides rich data source of health care over time

Insert DateInsert Footer (Use Footer Option) 12

Sample 1

PopulationAdult hypertensive

patients

2011

Sample 2 Sample 3

PopulationAdult hypertensive

patients

2012

PopulationAdult hypertensive

patients

2013

Page 13: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Basic survey designs

Study Design

Longitudinal Surveys: Panel

Study the same sample of respondents at different times

Insert DateInsert Footer (Use Footer Option) 13

Sample

PopulationAdult hypertensive

patients

2011 2015

Sample

2013

Sample

Page 14: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Basic survey designs

Example

Is the incidence of myocardial infraction greater in adult

patients with both hypertension and diabetes compared

to adult patients with hypertension alone?

Insert DateInsert Footer (Use Footer Option) 14

Selection of an appropriate survey design requires

a good understanding of the survey objectives

(descriptive or analytic) and matching it with an

appropriate study design

Longitudinal (Panel) + Analytical hypothesis = Cohort Study

Page 15: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Descriptive Analytic

Cross-

sectional

What is the prevalence

of adult cigarette

smokers in Singapore in

2011?

Are adult cigarette

smokers in Singapore in

2011 more likely than

nonsmokers to be

alcoholics?

Longitudinal

[Panel]

What is the incidence of

adult cigarette smokers

in Singapore between

2011 and 2013?

Is the incidence of adult

cigarette smokers in

Singapore between

2011 and 2013 greater

among alcoholics?

Basic survey designs

Insert DateInsert Footer (Use Footer Option) 15

Page 16: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Introduction

Basic survey designs

Selection of participants

Mode of administration

Instrument design

Concluding remarks

Outline

Insert DateInsert Footer (Use Footer Option) 16

Page 17: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

Who will be in the sample?

Target population

The group about which information is desired

Sample eligibility criteria are reflective of this population

Adults patients with persistent hypertension

Sampling element

Ultimate unit providing information e.g. patient, hospital

Complex designs require several stages of sampling

Hospitals, wards, eligible patients

Insert DateInsert Footer (Use Footer Option) 17

Page 18: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

How is the sample selected?

Simple random sample

Every element has equal chance of being selected

Requires little knowledge of the population in advance

May not be very efficient

Insert DateInsert Footer (Use Footer Option) 18

Population Sample

Page 19: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

How is the sample selected?

Systematic random sample

An approximate of the simple random sample

High precision and easy analysis

May be inefficient and induced bias

Insert DateInsert Footer (Use Footer Option) 19

Population Sample

Page 20: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

How is the sample selected?

Stratified sample

Ensures that certain groups are included e.g. Race

Highest precision

Prior knowledge of the population & complex analysis

Insert DateInsert Footer (Use Footer Option) 21

Population Sample

Page 21: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

How is the sample selected?

Cluster sample

Used when target population is spread over large area

Lowest cost and ensures certain groups are included

Lowest precision and complex analysis

Insert DateInsert Footer (Use Footer Option) 22

Page 22: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Selection of participants

How many will be in the sample?

Study objectives and design

Level of precision and confidence

Adjustments

Finite population correction

Expected response rate

Expected proportion of eligibles (screening required)

Insert DateInsert Footer (Use Footer Option) 23

Survey Costs

Page 23: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Introduction

Basic survey designs

Selection of participants

Mode of administration

Instrument design

Concluding remarks

Outline

Insert DateInsert Footer (Use Footer Option) 24

Page 24: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Choosing the Method of Data Collection

Considerations

Study objective and target population

Types of questions

Response rate

Cost

Time

Readily available methods

Insert DateInsert Footer (Use Footer Option) 25

Page 25: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Choosing the Method of Data Collection

Methods

1. Personal (Face-to-Face) interview

2. Telephone interview

3. Self-administered (Mail)

Paper and pencil

Computer-assisted interview (CAI)

1. CAPI: computer-assisted personal interview

2. CATI: computer-assisted telephone interview

3. CASI: computer-assisted Self-interviewing

Insert DateInsert Footer (Use Footer Option) 26

Page 26: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Choosing the Method of Data Collection

Comparison

Insert DateInsert Footer (Use Footer Option) 27

Variable Face-to-Face Phone Mail

Cost Costly Moderate Cheapest

Speed Slow Fast Moderate

Response rate High Moderate Low to moderate

Burden on respondent Low Moderate High

Length of Questionnaire Long Moderate Short

Sensitive questions Poor Moderate Best

Lengthy answer choices Best Good Poor

Open-ended responses Best Good Poor

Complexity of Questionnaire Best Good Poor

Possibility of interviewer bias High Moderate None

Page 27: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Choosing the Method of Data Collection

Advantages of CAI

Operational issues and cost

Time to complete

Reduction in interviewer errors (branching, editing, …)

Data available faster after collection

Disadvantages of CAI

Increase front-up cost•

Only a subset of the target population own computers

Differences in capabilities of peoples computers

Insert DateInsert Footer (Use Footer Option) 28

Page 28: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Introduction

Basic survey designs

Selection of participants

Mode of administration

Instrument design

Concluding remarks

Outline

Insert DateInsert Footer (Use Footer Option) 29

Page 29: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Designing Survey Questionnaires

Considerations

Objectives → outcome (list)

Borrow questions/questionnaires

Develop your own questionnaire

Elements of survey questionnaire

The questions

The response formats or categories

Any special instructions

Insert DateInsert Footer (Use Footer Option) 30

Page 30: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Designing Survey Questionnaires

Questions

Words → clarity (concept, respondent)

Phrase → balance (leading?, ambiguity?)

Sentence → length

Tips

Questions must be reliable and valid

Specific, clear and concise using simple language

Do not use emotional, negatives, or leading questions

Avoid two questions in one

Unnecessary questions should not be included

Insert DateInsert Footer (Use Footer Option) 31

Page 31: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Designing Survey Questionnaires

Questions

Don’t you agree that AIDS can be transmitted by

shaking hands with an AIDS patient or any other

physical contact?

Do you agree or disagree that HIV/AIDS can be

transmitted by shaking hands with a HIV/AIDS

patient?

Insert DateInsert Footer (Use Footer Option) 32

Page 32: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Designing Survey Questionnaires

Responses

Open-ended questions → salience

Closed-end questions → multiple choice, rating, ranking

Tips

Allow enough space for the response (open-ended)

Options should reflect concept being measured

Options should be mutually exclusive

Include all options (don’t know, not applicable, …)

Insert DateInsert Footer (Use Footer Option) 33

Page 33: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Designing Survey Questionnaires

Format of the questionnaire

Account for the mode of data collection

Short, simple, relevant and interesting

Start with easy, non-threatening but necessary questions

Keep questions dealing with the same topic together

Insert DateInsert Footer (Use Footer Option) 34

Page 34: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

AND THEN …

Data entry

Data analysis and interpretation

Report writing / presentation

Insert DateInsert Footer (Use Footer Option) 35

Use the results….

Page 35: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Remarks

Understand the goals of the project

Use clear, concise, and relevant questions

Include mutually exclusive & exhaustive options

Simple, short, organized & easy to answer survey

Mode of administration: cost, time, response rate

Pilot-test your survey

Introduce your survey & how long it will take

Analyze the data, publish and use the results

Insert DateInsert Footer (Use Footer Option) 36

Page 36: Principles of Survey Design · Basic survey designs Study Design Longitudinal Surveys: Trends A series of cross-sectional surveys Different samples of comparable population over time

Questions …Thank You