61
Surveying in a Wireless World Surveying in a Wireless World Stephen Blumberg Stephen Blumberg [email protected] [email protected] Julian Luke Julian Luke Julian Luke Julian Luke [email protected] [email protected] Centers for Disease Control and Prevention National Center for Health Statistics

Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

  • Upload
    others

  • View
    2

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Surveying in a Wireless WorldSurveying in a Wireless World

Stephen BlumbergStephen Blumbergp gp [email protected]@cdc.gov

Julian LukeJulian LukeJulian LukeJulian [email protected]@cdc.gov

Centers for Disease Control and PreventionNational Center for Health Statistics

Page 2: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percentage of U.S. HouseholdsPercentage of U.S. HouseholdsWithout Landline TelephonesWithout Landline Telephones

Based on National Health Interview Survey dataBased on National Health Interview Survey data

20

25 22.7% of households 22.7% of households have only wireless have only wireless telephonestelephones

yy

15

20 telephonestelephones

10

0

5

01963 1970 1975 1980 1985-

19861997 2001 Early

2003Early2006

Early2009

Page 3: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percentages of adults and children living inhouseholds with only wireless telephone service or

t l h i U it d St t 2006 2009

20

22

18.721.1

21.3no telephone service: United States, 2006–2009

16

18

Adults withwireless service only

16.1

17.0 18.4

14.5

10

12

14

Perc

ent

wireless service only

Children withwireless service only

9.611.9

12.6 14.4

11.6

11.8

6

8

10P wireless service only

8.6

2

4 Children with notelephone service

Adults with notelephone service

1.8

1.9

1.6

1.72.1

2.5

1.7

2.4

1 5

1.71.9

2.1

1.7

2.3

0Jul – Dec

2006Jan – Jun

2006Jul – Dec

2007Jan – Jun

2007Jul – Dec

2008Jan – Jun

2009Jan – Jun

2008

1.6 1.7 1.51.7

DATA SOURCE: CDC/NCHS, National Health Interview Survey.

Page 4: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Polynomial regression equations fitted to a plot of thepercentage of adults living in households with only wireless

t l h i b i l f d b ftelephone service, by single year of age and by year ofinterview: United States, 2003–2008

45

35

40

452008

2007

25

30

35

adul

ts

2006

15

20

Perc

ent o

f

2005

2004

5

10 2003

018 22 26 30 34 38 42 46 50 54 58 62

Age in years

Page 5: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Ageby Age

37 6% of 1837 6% of 18 2424

45.8% of 2545.8% of 25--2929404550

37.6% of 1837.6% of 18--242433.5% of 3033.5% of 30--34 34

253035

152025 21.5% of 3521.5% of 35--44 44

12.8% of 4512.8% of 45--6464

05

1012.8% of 4512.8% of 45 64 64

5.4% of 65+ 5.4% of 65+

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 6: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Home Ownership Statusby Home Ownership Status

40.9% of adults 40.9% of adults renting their homerenting their home

35

40

45

25

30

35

12.8% of adults 12.8% of adults owning or buying owning or buying

10

15

20

g y gg y gtheir hometheir home

0

5

10

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 7: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Household Structureby Household Structure

68.5% of adults68.5% of adults68.5% of adults 68.5% of adults living with living with roommatesroommates60

70

30.8% of adults 30.8% of adults 40

50

living aloneliving alone20.4% of adults 20.4% of adults living with children living with children 20

30

0

1016.8% of adults 16.8% of adults living with related living with related adults adults

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 8: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Sexby Sex

22 5% of men22 5% of men25

30

22.5% of men22.5% of men

19.8% of women 19.8% of women 15

20

10

15

0

5

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 9: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Race/Ethnicityby Race/Ethnicity

28.2% of Hispanic 28.2% of Hispanic adultsadults21.3% of Black 21.3% of Black 25

30

nonHispanic adultsnonHispanic adults19.7% of White 19.7% of White nonHispanic adults nonHispanic adults

15

20

pp

10

15

0

5

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 10: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Household Poverty Statusby Household Poverty Status

33 0% of adults in33 0% of adults in35

40

45

33.0% of adults in 33.0% of adults in povertypoverty26.5% of adults 26.5% of adults near povertynear poverty25

30

35

near povertynear poverty18.9% of higher 18.9% of higher income adults income adults

10

15

20

0

5

10

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 11: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Employment Status Last Weekby Employment Status Last Week

29 7% of adults29 7% of adults

24.3% of adults 24.3% of adults

29.7% of adults 29.7% of adults going to schoolgoing to school

25

30

working at a jobworking at a job

16.6% of adults 16.6% of adults keeping housekeeping house15

20

keeping house keeping house

10

1514.0% of other 14.0% of other adults adults (incl. unemployed)(incl. unemployed)

0

5

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 12: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only Adults byOnly Adults byMetropolitan Statistical Area StatusMetropolitan Statistical Area Status

22.4% of adults in 22.4% of adults in MSAMSA

25

30

MSAsMSAs

16.5% of adults 16.5% of adults 15

20

not in MSAs not in MSAs

10

15

0

5

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 13: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Only AdultsOnly Adultsby Geographic Regionby Geographic Region

25.0% in South25.0% in South25

30

14 6% in Northeast14 6% in Northeast

21.9% in Midwest 21.9% in Midwest

15

20 19.0% in West19.0% in West

14.6% in Northeast14.6% in Northeast

10

15

0

5

Jan '05 –Jun '05

Jul '05 –Dec '05

Jan '06 –Jun '06

Jul '06 –Dec '06

Jan '07 –Jun '07

Jul '07 –Dec '07

Jan '08 –Jun '08

Jul '08 –Dec '08

Jan '09 –Jun '09

Page 14: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of U.S. Households thatPrevalence of U.S. Households thatOnly Have Wireless Telephones, 2007Only Have Wireless Telephones, 2007

Prevalence less than 10%10% to less than 15%15% to less than 20%Prevalence greater than or equal to 20%

Page 15: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of U S Households that30

Prevalence of U.S. Households thatOnly Have Wireless Telephones, 200725

20

Perc

ent

15

10

5

State

0

Page 16: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

National Health Interview SurveyNational Health Interview Survey

Conducted by CDC’s National Center forConducted by CDC’s National Center for Conducted by CDC s National Center for Conducted by CDC s National Center for Health StatisticsHealth Statistics

InIn--person survey of the civilianperson survey of the civilianInIn person survey of the civilian person survey of the civilian noninstitutionalized U.S. population with noninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates

Includes questions on residential telephone Includes questions on residential telephone numbers to permit recontact of participantsnumbers to permit recontact of participants 2003: Added questions on working cellular 2003: Added questions on working cellular

telephonestelephones 2007: Added questions on relative frequency of2007: Added questions on relative frequency of2007: Added questions on relative frequency of 2007: Added questions on relative frequency of 2007: Added questions on relative frequency of 2007: Added questions on relative frequency of

calls received on landlines and cell phonescalls received on landlines and cell phonescalls received on landlines and cell phones

Page 17: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent Distribution of Percent Distribution of Household Household Telephone Status, JanuaryTelephone Status, January--June 2009June 2009

Wi l O l 22 7%Wi l O l 22 7%Unknown: 0.4%Unknown: 0.4%Phoneless: 1.9%Phoneless: 1.9%

Wireless Only: 22.7%Wireless Only: 22.7%LandlineLandline

Only: 15.5%Only: 15.5%

Unknown: 0.4%Unknown: 0.4%

Landline with Wireless: 59.4%Landline with Wireless: 59.4%

Page 18: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent Distribution of Percent Distribution of Adults by Adults by Telephone Status, JanuaryTelephone Status, January--June 2009June 2009

Wi l O l 21 1%Wi l O l 21 1%Unknown: 0.4%Unknown: 0.4%Phoneless: 1.5%Phoneless: 1.5%

Wireless Only: 21.1%Wireless Only: 21.1%LandlineLandlineOnly: 13.4%Only: 13.4%

Unknown: 0.4%Unknown: 0.4%

Landline with Wireless: 63.5%Landline with Wireless: 63.5%

Page 19: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Lexus Hybrid “Milestones”Lexus Hybrid “Milestones”

Page 20: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Why is NCHS Studying Whether Why is NCHS Studying Whether Households have Telephones?Households have Telephones?

RandomRandom--digitdigit--dial telephone surveys usuallydial telephone surveys usually RandomRandom digitdigit dial telephone surveys usually dial telephone surveys usually did not call wireless telephonesdid not call wireless telephones

As more people give up their landlineAs more people give up their landlineAs more people give up their landline As more people give up their landline telephones and live only with wireless telephones and live only with wireless telephones, more people will be excluded telephones, more people will be excluded from RDD landline surveysfrom RDD landline surveys

To understand the impact of this To understand the impact of this noncoveragenoncoverage and how to correct it, a and how to correct it, a personal visit survey is needed to monitor personal visit survey is needed to monitor the growing size and characteristics of thethe growing size and characteristics of thethe growing size and characteristics of the the growing size and characteristics of the wirelesswireless--only populationonly population

Page 21: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Coverage BiasCoverage Bias

Two factors determine the degree ofTwo factors determine the degree of Two factors determine the degree of Two factors determine the degree of coverage bias due to telephone ownership coverage bias due to telephone ownership in a telephone survey:in a telephone survey: The percentage of persons without landline The percentage of persons without landline

telephones in the population of interesttelephones in the population of interestTh it d f th diff b tTh it d f th diff b t The magnitude of the difference between The magnitude of the difference between persons with and without landline telephones for persons with and without landline telephones for the variable of interestthe variable of interest

Page 22: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Health Characteristics ExaminedHealth Characteristics Examined HealthHealth--related behaviorsrelated behaviors Health care service useHealth care service use

5+ alcoholic drinks in one day (past year)

Smoking (current) Leisure time physical

Has a usual place to go for medical care

Received influenza vaccine (past year) Leisure-time physical

activity (regularly) Health statusHealth status

Excellent or very good

vaccine (past year) Tested for HIV (ever) Financial barrier to

needed care (past year) Excellent or very good

health status Serious psychological

distress (past 30 days)Obesit

Uninsured (current)

For these 13 estimatesFor these 13 estimates Obesity Asthma episode (past

year) Diabetes (ever diagnosed)

For these 13 estimates,For these 13 estimates,preliminary weighted datapreliminary weighted data

were produced by thewere produced by theNHIS Early Release Program.NHIS Early Release Program.( g )

Page 23: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent of U.S. Adults with Various Percent of U.S. Adults with Various Health Characteristics, by Phone StatusHealth Characteristics, by Phone Status

Has aHas a WirelessWireless-- NoNoHas a Has a landline landline

telephonetelephone

WirelessWirelessonlyonly

No No telephonetelephone

5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day 19 319 3 35 335 3 27 427 4

January January –– June 2009June 2009

5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day 19.319.3 35.335.3 27.427.4Current smokerCurrent smoker 17.917.9 28.428.4 29.429.4Psychological distressPsychological distress 2 72 7 4 64 6 6 26 2Psychological distressPsychological distress 2.72.7 4.64.6 6.26.2Health excellent / very goodHealth excellent / very good 59.359.3 64.564.5 55.855.8

Page 24: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent of U.S. Adults with Various Percent of U.S. Adults with Various Health Characteristics, by Phone StatusHealth Characteristics, by Phone Status

Has aHas a WirelessWireless-- NoNoHas a Has a landline landline

telephonetelephone

WirelessWirelessonlyonly

No No telephonetelephone

Uninsured (when interviewed)Uninsured (when interviewed) 13 713 7 29 429 4 45 045 0

January January –– June 2009June 2009

Uninsured (when interviewed)Uninsured (when interviewed) 13.713.7 29.429.4 45.045.0Financial barriers to careFinancial barriers to care 7.17.1 14.814.8 14.214.2Has a usual place for careHas a usual place for care 86 586 5 69 869 8 59 359 3Has a usual place for careHas a usual place for care 86.586.5 69.869.8 59.359.3Flu vaccinationFlu vaccination 39.039.0 22.322.3 18.918.9Ever tested for HIVEver tested for HIV 37.137.1 48.648.6 39.739.737.137.1 48.648.6 39.739.7

Page 25: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent of Young Adults Percent of Young Adults e ce t o ou g du tse ce t o ou g du tswith Various Health Characteristics, by Phone Statuswith Various Health Characteristics, by Phone Status

Has aHas a WirelessWireless--Has a Has a landline landline

telephonetelephone

WirelessWirelessonlyonly

Health excellent / very goodHealth excellent / very good 75 075 0 75 875 8

January January –– December 2007December 2007

Health excellent / very goodHealth excellent / very good 75.075.0 75.875.8Psychological distressPsychological distress 2.22.2 2.42.4Uninsured (when interviewed)Uninsured (when interviewed) 26 926 9 28 528 5Uninsured (when interviewed)Uninsured (when interviewed) 26.926.9 28.528.5

Page 26: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent of Young AdultsPercent of Young Adultse ce t o ou g du tse ce t o ou g du tswith Various Health Characteristics, by Phone Statuswith Various Health Characteristics, by Phone Status

Has aHas a WirelessWireless--Has a Has a landline landline

telephonetelephone

WirelessWirelessonlyonly

5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day 28 128 1 43 943 9

January January –– December 2007December 2007

5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day 28.128.1 43.943.9Current smokerCurrent smoker 22.022.0 27.227.2Flu vaccinationFlu vaccination 13 913 9 12 912 9Flu vaccinationFlu vaccination 13.913.9 12.912.9Ever tested for HIVEver tested for HIV 38.938.9 45.945.9

Page 27: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Potential Bias in Prevalence Estimates If Potential Bias in Prevalence Estimates If an RDD Survey Only Includes Landlinesan RDD Survey Only Includes Landlines

Young Young Statistically Statistically ggAdultsAdults1818--2929

significant bias significant bias after controlling after controlling for demographic for demographic characteristicscharacteristicscharacteristicscharacteristics

(Percentage Points)(Percentage Points)5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day –– 6.46.4 –– 5.95.9

January January –– December 2007December 2007

Current smokerCurrent smoker –– 22.5.5 –– 2.52.5Ever tested for HIVEver tested for HIV –– 11.9.9 –– 2.22.2Has a usual place for careHas a usual place for care 4.04.0 4.34.3Financial barriers to careFinancial barriers to care –– 1.91.9 –– 2.02.0Uninsured (when interviewed)Uninsured (when interviewed) –– 2.22.2 –– 2.92.9

Page 28: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

National Health Interview SurveyNational Health Interview Survey

InIn--person survey of the civilianperson survey of the civilian InIn person survey of the civilian person survey of the civilian noninstitutionalized U.S. population with noninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates

Includes questions on residential telephone Includes questions on residential telephone numbers to permit recontact of participantsnumbers to permit recontact of participants 2003: Added questions on working cellular 2003: Added questions on working cellular 2003: Added questions on working cellular

telephonestelephonestelephones2007: Added questions on relative frequency of2007: Added questions on relative frequency of 2007: Added questions on relative frequency of 2007: Added questions on relative frequency of calls received on landlines and cell phonescalls received on landlines and cell phones

Page 29: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

National Health Interview SurveyNational Health Interview Survey

InIn--person survey of the civilianperson survey of the civilian InIn person survey of the civilian person survey of the civilian noninstitutionalizednoninstitutionalized U.S. population with U.S. population with high annual householdhigh annual household--level response rateslevel response rates

Includes questions on residential telephone Includes questions on residential telephone numbers to permit numbers to permit recontactrecontact of participantsof participants

“Of all the calls that your family receives, are …“Of all the calls that your family receives, are …(1) All or almost all calls received on cell phones?(1) All or almost all calls received on cell phones?(1) All or almost all calls received on cell phones?(1) All or almost all calls received on cell phones?(2) Some received on cell phones and some on regular (2) Some received on cell phones and some on regular phones?phones?(3) Very few or none received on cell phones?”(3) Very few or none received on cell phones?”(3) Very few or none received on cell phones?”(3) Very few or none received on cell phones?”

Page 30: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent Distribution of Percent Distribution of Adults by Adults by Telephone Status, JanuaryTelephone Status, January--June 2009June 2009

Wi l O l 21 1%Wi l O l 21 1%Unknown: 0.4%Unknown: 0.4%Phoneless: 1.5%Phoneless: 1.5%

Wireless Only: 21.1%Wireless Only: 21.1%LandlineLandlineOnly: 13.4%Only: 13.4%

Unknown: 0.4%Unknown: 0.4%

Landline with Wireless: 63.5%Landline with Wireless: 63.5%

Page 31: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent Distribution of Percent Distribution of Adults by Adults by Telephone Status, JanuaryTelephone Status, January--June 2009June 2009

Wi l O l 21 1%Wi l O l 21 1%Unknown: 0.4%Unknown: 0.4%Phoneless: 1.5%Phoneless: 1.5%

Wireless Only: 21.1%Wireless Only: 21.1%LandlineLandlineOnly: 13.4%Only: 13.4%

Unknown: 0.4%Unknown: 0.4%

WirelessWirelessMostly: 16.2%Mostly: 16.2%Mostly: 16.2%Mostly: 16.2%

Landline with Some Wireless: 47.3%Landline with Some Wireless: 47.3%

Page 32: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percentage of Adults Living in Percentage of Adults Living in WirelessWireless--Mostly HouseholdsMostly Households

Based on National Health Interview Survey dataBased on National Health Interview Survey data

15

18yy

12

15

6

9

3

6

0Early 2007 Late 2007 Early 2008 Late 2008 Early 2009

Page 33: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Mostly AdultsMostly Adultsby Home Ownership Statusby Home Ownership Status

17 2% f d lt17 2% f d lt17.2% of adults 17.2% of adults owning or buying owning or buying their hometheir home

16.0

20.0

13.9% of adults 13.9% of adults renting their homerenting their home12.0

16.0

8.0

4.0

0.0Jan–Jun 2007 Jul-Dec 2007 Jan–Jun 2008 Jul-Dec 2008 Jan–Jun 2009

Page 34: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Mostly AdultsMostly Adultsby Household Structureby Household Structure

20.5% of adults living 20.5% of adults living with children with children 20.0

24.0

16.0 14.7% of adults living 14.7% of adults living with related adults with related adults

10.0% of adults living 10.0% of adults living alonealone8.0

12.0

4.0

0.0Jan–Jun 2007 Jul-Dec 2007 Jan–Jun 2008 Jul-Dec 2008 Jan–Jun 2009

Page 35: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Prevalence of WirelessPrevalence of Wireless--Mostly AdultsMostly Adultsby Household Poverty Statusby Household Poverty Status

18.8% of higher 18.8% of higher income adults income adults

16.0

20.0

11 0% of adults in11 0% of adults in

12.0% of adults 12.0% of adults near povertynear poverty12.0

16.0

11.0% of adults in 11.0% of adults in povertypoverty

8.0

4.0

0.0Jan–Jun 2007 Jul-Dec 2007 Jan–Jun 2008 Jul-Dec 2008 Jan–Jun 2009

Page 36: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Percent of U.S. Adults with Various Percent of U.S. Adults with Various Health Characteristics, by Phone StatusHealth Characteristics, by Phone Status

NHIS J lNHIS J l D b 2007D b 2007 Wireless Wireless SomeSome

Wireless Wireless MostlyMostly

Wireless Wireless OnlyOnly

NHIS July NHIS July -- December 2007December 2007

5+ alcoholic drinks in 1 day5+ alcoholic drinks in 1 day 18.518.5 << 25.4 25.4 << 37.337.3Current smokerCurrent smoker 16.416.4 << 20.5 20.5 << 30.630.6Ever tested for HIVEver tested for HIV 34.534.5 << 45.0 45.0 ≈≈ 47.647.6No usual place for careNo usual place for care 10.310.3 << 17.7 17.7 << 32.032.0UninsuredUninsured 11.211.2 << 16.9 16.9 << 28.728.7

Page 37: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

“Wireless“Wireless--Mostly” Mostly” Do Answer LandlinesDo Answer Landlines

“Thinking just about the landline, if it rang and “Thinking just about the landline, if it rang and g j , gg j , gsomeone was home, under normal circumstances, someone was home, under normal circumstances, how likely is it that it would be answered?”how likely is it that it would be answered?” 28%28% of the wirelessof the wireless--mostly population reached on amostly population reached on a 28%28% of the wirelessof the wireless mostly population reached on a mostly population reached on a

cell phonecell phone said they would be somewhat unlikely, very said they would be somewhat unlikely, very unlikely, or notunlikely, or not--atat--all likely to answer the landlineall likely to answer the landline

17%17% of the wirelessof the wireless--mostly population reached on amostly population reached on a 17%17% of the wirelessof the wireless mostly population reached on a mostly population reached on a landlinelandline said they would be somewhat unlikely or very said they would be somewhat unlikely or very unlikely to answer the landline, and unlikely to answer the landline, and 3%3% said they said they would be notwould be not--atat--all likely to answer the landline.all likely to answer the landline.

from from Cell Phone Mainly Households: Coverage and Reach for Telephone Cell Phone Mainly Households: Coverage and Reach for Telephone Surveys Using RDD Landline SamplesSurveys Using RDD Landline Samples, by John Boyle, Faith Lewis, and , by John Boyle, Faith Lewis, and y g py g p , y y , ,, y y , ,Brian Brian TefftTefft (Survey Practice, December 2009)(Survey Practice, December 2009)

Page 38: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

What To Do About Undercoverage?What To Do About Undercoverage?

Ignore the issueIgnore the issue Ignore the issueIgnore the issue Make statistical adjustments to the sampling Make statistical adjustments to the sampling

weights to account for coverage biasweights to account for coverage biasweights to account for coverage biasweights to account for coverage bias Add cellAdd cell--phone frames to RDD surveys and phone frames to RDD surveys and

conduct interviews on cell phonesconduct interviews on cell phonespp Move away from RDD sampling framesMove away from RDD sampling frames

Page 39: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Adding a CellAdding a Cell--Phone FramePhone Frame

L dli FL dli F Wi l FWi l FLandline FrameLandline Frame Wireless FrameWireless Frame

Landline OnlyLandline Only Landline andLandline and Wireless OnlyWireless Only PhonelessPhonelessLandline OnlyLandline Only Landline and Landline and WirelessWireless

Wireless OnlyWireless Only PhonelessPhoneless

Landline FrameLandline Frame

Wireless FrameWireless Frame

Page 40: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

To Screen or Not to Screen?To Screen or Not to Screen?(for Wireless(for Wireless--Only Status)Only Status)

WirelessWireless only and wirelessonly and wireless mostly adults aremostly adults are WirelessWireless--only and wirelessonly and wireless--mostly adults are mostly adults are more likely to complete interviews on cell more likely to complete interviews on cell phones than landlinephones than landline--only and landlineonly and landline--p o es a a d ep o es a a d e o y a d a d eo y a d a d emostly adultsmostly adults

Landline Landline SampleSample

Cell SampleCell Sample

All or almost all calls on cellAll or almost all calls on cell 23%23% 33%33%Some on cell, some on landlineSome on cell, some on landline 41%41% 48%48%Very few or none on cellVery few or none on cell 36%36% 19%19%Denominator: Households with both landline and cell phone serviceDenominator: Households with both landline and cell phone serviceSource: California Health Interview Survey (Brick, 2008, FCSM conference)Source: California Health Interview Survey (Brick, 2008, FCSM conference)

Page 41: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

To Screen or Not to Screen?To Screen or Not to Screen?(for Wireless(for Wireless--Only Status)Only Status)

WirelessWireless only and wirelessonly and wireless mostly adults aremostly adults are

From Brick and From Brick and MorgansteinMorganstein, , CDC workshop, Sept 2009CDC workshop, Sept 2009

WirelessWireless--only and wirelessonly and wireless--mostly adults are mostly adults are more likely to complete interviews on cell more likely to complete interviews on cell phones than landlinephones than landline--only and landlineonly and landline--p o es a a d ep o es a a d e o y a d a d eo y a d a d emostly adultsmostly adults When the response propensity differences are When the response propensity differences are

large, the screening approach has lower large, the screening approach has lower nonresponsenonresponse biasbias

When the differences are small the overlapWhen the differences are small the overlap When the differences are small, the overlap When the differences are small, the overlap approach has lower approach has lower nonresponsenonresponse biasbias

Page 42: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

To Screen or Not to Screen?To Screen or Not to Screen?(for Wireless(for Wireless--Only Status)Only Status)

Major concern: Information available for weightingMajor concern: Information available for weighting

From Brick and Morganstein, From Brick and Morganstein, CDC workshop, Sept 2009CDC workshop, Sept 2009

Major concern: Information available for weightingMajor concern: Information available for weighting The screening approach requires information on the The screening approach requires information on the

prevalence of wirelessprevalence of wireless--only households/persons in the only households/persons in the geographic areageographic areageographic areageographic area

The overlap approach requires information on the The overlap approach requires information on the prevalence of landlineprevalence of landline--only, landline plus wireless (dual only, landline plus wireless (dual users), and wirelessusers), and wireless--only households persons in the only households persons in the geographic areageographic area

Additional concern: Decision to screen should also Additional concern: Decision to screen should also consider data collection costs, operational consider data collection costs, operational efficiencies, variances, and measurement biasesefficiencies, variances, and measurement biases For example, if screening cost is low relative to cellFor example, if screening cost is low relative to cell--phone phone p , gp , g pp

interviewing cost, screening would be more efficientinterviewing cost, screening would be more efficient

Page 43: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Cell Phone Surveys are ExpensiveCell Phone Surveys are Expensive Based on 26 surveys conducted by 8Based on 26 surveys conducted by 8Based on 26 surveys conducted by 8 Based on 26 surveys conducted by 8

nationally known research organizations…nationally known research organizations… Cell interviews 2Cell interviews 2--2½ times as costly as landline 2½ times as costly as landline

interviewsinterviewsinterviewsinterviews

Page 44: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Contacting Cell PhonesContacting Cell Phones

RandomRandom--digitdigit--dial samples of cell phonesdial samples of cell phones RandomRandom digitdigit dial samples of cell phones dial samples of cell phones are readily available from most suppliersare readily available from most suppliers

But…Information available for individualBut…Information available for individualBut…Information available for individual But…Information available for individual members of the sample is far less than that members of the sample is far less than that available for landline samplesavailable for landline samples Just a frameJust a frame Contains rate center and service provider onlyContains rate center and service provider only

No address informationNo address information No advance mailings, no prepaid incentivesNo advance mailings, no prepaid incentives

and text messaging may be prohibited by antiand text messaging may be prohibited by anti Spam lawsSpam lawsand text messaging may be prohibited by antiand text messaging may be prohibited by anti--Spam lawsSpam laws

Page 45: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

No Ability to TargetNo Ability to TargetMaterials or ProceduresMaterials or Procedures

Subscribers can move to a different city orSubscribers can move to a different city or Subscribers can move to a different city or Subscribers can move to a different city or state and keep their phone numberstate and keep their phone number No information on where subscriber residesNo information on where subscriber resides Cannot even be sure of time zoneCannot even be sure of time zone

More important than for landline RDD to More important than for landline RDD to determine location of residencedetermine location of residence 40% do not live in the county of the Rate Center40% do not live in the county of the Rate Center 10% do not live in the state of the Rate Center10% do not live in the state of the Rate Center

Page 46: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

No Sample EfficienciesNo Sample Efficiencies

Can’t identify “working” numbers or blocksCan’t identify “working” numbers or blocks Can t identify working numbers or blocksCan t identify working numbers or blocks Can’t identify business numbersCan’t identify business numbers Can’t target specific service typesCan’t target specific service types Can t target specific service typesCan t target specific service types

Don’t know if subscriber also has landline service Don’t know if subscriber also has landline service or is cellor is cell--onlyonly

Can’t identify preCan’t identify pre--paid phone cards or disposable paid phone cards or disposable phonesphones

Page 47: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

No Sample EfficienciesNo Sample Efficiencies

Can’t assume call will reach an adultCan’t assume call will reach an adult Can t assume call will reach an adultCan t assume call will reach an adult 33% of cell33% of cell--phone respondents are under 18phone respondents are under 18

Can’t assume call will reach someone whoCan’t assume call will reach someone who Can t assume call will reach someone who Can t assume call will reach someone who speaks Englishspeaks English Prevalence of nonPrevalence of non--EnglishEnglish--speaking respondents speaking respondents

is about 50% greater in cellis about 50% greater in cell--phone surveys phone surveys Can’t assume call will reach someone who Can’t assume call will reach someone who

li i h h ldli i h h ldlives in a householdlives in a household CellCell--phone surveys are more likely to reach phone surveys are more likely to reach

persons in group quarterspersons in group quarterspersons in group quarterspersons in group quarters

Page 48: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Restrictions on Automatic DialingRestrictions on Automatic Dialing

Federal Telephone Consumer ProtectionFederal Telephone Consumer Protection Federal Telephone Consumer Protection Federal Telephone Consumer Protection Act (TCPA) prohibits any call made (without Act (TCPA) prohibits any call made (without consent) using an automatic dialing device consent) using an automatic dialing device to a cellular telephone number, when the to a cellular telephone number, when the party is charged for the callparty is charged for the call It includes predictive dialersIt includes predictive dialers No exclusion for “research purposes”No exclusion for “research purposes”

Interviewers must place calls manuallyInterviewers must place calls manually Can’t preCan’t pre--screen for disconnectsscreen for disconnectspp

Page 49: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Cell Phone Users Will Hit RedialCell Phone Users Will Hit Redial

Most cell phones have callerMost cell phones have caller--IDID Most cell phones have callerMost cell phones have caller IDID Displays inbound phone numberDisplays inbound phone number Does not display name of callerDoes not display name of callerp yp y

Cell phone owners are more likely than Cell phone owners are more likely than landline owners to redial the survey number landline owners to redial the survey number

Call center telephone system must be able Call center telephone system must be able to handle this situationto handle this situation Number displayed must be appropriate for redialNumber displayed must be appropriate for redial Redialed number should ring to person or VMRedialed number should ring to person or VM

Page 50: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Safety and PrivacySafety and Privacy

Respondent may not be in place where theyRespondent may not be in place where they Respondent may not be in place where they Respondent may not be in place where they can safely answer questionscan safely answer questions Ask: “Are you in a place where you can safely Ask: “Are you in a place where you can safely y p y yy p y y

talk on the phone and answer my questions?”talk on the phone and answer my questions?”

Respondent may not be in a private placeRespondent may not be in a private place Respondent may not be in a private place Respondent may not be in a private place where they are willing and able to respond where they are willing and able to respond fully to sensitive survey questionsfully to sensitive survey questionsy yy y Need to be able to schedule appointmentNeed to be able to schedule appointment Need to be able to call back at different numberNeed to be able to call back at different number

Page 51: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Are Cell PhonesAre Cell PhonesPersonal or Household Devices?Personal or Household Devices?

If treated as individual devices it assumesIf treated as individual devices it assumes If treated as individual devices, it assumes If treated as individual devices, it assumes all persons in household have a cell phoneall persons in household have a cell phone Not true: 19% of households with wireless Not true: 19% of households with wireless

telephones have fewer phones than adultstelephones have fewer phones than adults

If treated as household devices how do weIf treated as household devices how do we If treated as household devices, how do we If treated as household devices, how do we do withindo within--household selection?household selection? Ask for phone to be handed to selected Ask for phone to be handed to selected pp

respondent?respondent? Call back at another number?Call back at another number?

Page 52: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Data Quality IssuesData Quality Issues

Is there less cognitive engagement?Is there less cognitive engagement? Is there less cognitive engagement?Is there less cognitive engagement? Do we need to worry about bad connections, Do we need to worry about bad connections,

ambient noise, or lower volume?ambient noise, or lower volume? Do we need to worry about people engaging in Do we need to worry about people engaging in

other simultaneous activities?other simultaneous activities?Do we need to worry about people rushing toDo we need to worry about people rushing to Do we need to worry about people rushing to Do we need to worry about people rushing to complete the interview?complete the interview?

To date, little evidence of differences inTo date, little evidence of differences in To date, little evidence of differences in To date, little evidence of differences in quality between cell and landline interviewsquality between cell and landline interviews

Minor reduction in quality when respondent Minor reduction in quality when respondent q y pq y pcompletes cell interview away from homecompletes cell interview away from home

Page 53: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Response Rates Are LowerResponse Rates Are Lower Contact rates similarContact rates similarContact rates similarContact rates similar

Voice mail much more common for cell phonesVoice mail much more common for cell phones Eligibility determination rates lower for cellEligibility determination rates lower for cell--

phone surveysphone surveys Out of geographic area, minorsOut of geographic area, minors BusinessBusiness use only group quartersuse only group quarters BusinessBusiness--use only, group quartersuse only, group quarters Landline status (if screening for cellLandline status (if screening for cell--only)only)

Refusal rates higher for cellRefusal rates higher for cell--phone surveysphone surveyse usa ates g e o cee usa ates g e o ce p o e su eysp o e su eys Cell phones are considered privateCell phones are considered private Refusal conversion has lower successRefusal conversion has lower success

BreakBreak--off rates similaroff rates similar

Page 54: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Users Still Pay for Incoming CallsUsers Still Pay for Incoming Calls

Remuneration is used to compensate forRemuneration is used to compensate for Remuneration is used to compensate for Remuneration is used to compensate for costscosts Common approach: Average cost per minute by Common approach: Average cost per minute by pp g p ypp g p y

major carriers times survey length (major carriers times survey length (≈ $10)≈ $10) Little impact on participationLittle impact on participation

B t i it thi l t t t ?B t i it thi l t t t ? But is it ethical to not remunerate?But is it ethical to not remunerate?

Incentives are used to encourage behaviorIncentives are used to encourage behavior Incentives are used to encourage behaviorIncentives are used to encourage behavior Contingent postContingent post--paid incentives have little paid incentives have little

impactimpact

Page 55: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Cell Phone Surveys are ExpensiveCell Phone Surveys are Expensive Based on 26 surveys conducted by 8Based on 26 surveys conducted by 8Based on 26 surveys conducted by 8 Based on 26 surveys conducted by 8

nationally known research organizations …nationally known research organizations … Cell interviews 2Cell interviews 2--2½ times as costly as landline 2½ times as costly as landline

interviewsinterviewsinterviewsinterviews

Where does the extra money go?Where does the extra money go?(based on 13 surveys by Pew Research Center in 2008)(based on 13 surveys by Pew Research Center in 2008) ReimbursementsReimbursements ~ 30%~ 30% Screening costsScreening costs ~ 30%~ 30% Screening costsScreening costs 30% 30% Manual dialingManual dialing ~ 20%~ 20% Staffing & schedulingStaffing & scheduling ~ 10%~ 10% AdministrationAdministration ~ 10%~ 10%

Page 56: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

What To Do About Undercoverage?What To Do About Undercoverage?

Ignore the issueIgnore the issue Ignore the issueIgnore the issue Make statistical adjustments to the sampling Make statistical adjustments to the sampling

weights to account for coverage biasweights to account for coverage biasweights to account for coverage biasweights to account for coverage bias Add cellAdd cell--phone frames to RDD surveys and phone frames to RDD surveys and

conduct interviews on cell phonesconduct interviews on cell phonespp Move away from RDD sampling framesMove away from RDD sampling frames

Page 57: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

AddressAddress--Based FrameBased Frame Positive featuresPositive features

List adapted fromList adapted fromLink et al., AAPOR 2008Link et al., AAPOR 2008

High coverage rate and highly efficientHigh coverage rate and highly efficient Fixed geographyFixed geography Lots of sample frame information for Lots of sample frame information for nonresponsenonresponse analysis analysis Majority of addresses match to telephone numbersMajority of addresses match to telephone numbers Majority of addresses match to telephone numbersMajority of addresses match to telephone numbers Facilitates multiple modes of data collectionFacilitates multiple modes of data collection

Negative featuresNegative features Negative featuresNegative features Heavy reliance on mail contact for cases without matched telephone Heavy reliance on mail contact for cases without matched telephone

numbersnumbers Potentially limits complexity and length of questionnairePotentially limits complexity and length of questionnaire Potentially limits ability to screen/select eligible respondentsPotentially limits ability to screen/select eligible respondents Response rates may be lowerResponse rates may be lower Adds logistical / operational complexityAdds logistical / operational complexity Small degree of multiplicity (HHs with 2+ addresses)Small degree of multiplicity (HHs with 2+ addresses) Small degree of multiplicity (HHs with 2+ addresses)Small degree of multiplicity (HHs with 2+ addresses) Multiple HHs may share an address (e.g., trailer park)Multiple HHs may share an address (e.g., trailer park)

Page 58: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

Final ThoughtsFinal Thoughts CellCell--phone interviewing is not easy and not cheap!phone interviewing is not easy and not cheap!CeCe p o e e e g s o easy a d o c eapp o e e e g s o easy a d o c eap

All processes and procedures need to be retooledAll processes and procedures need to be retooled

CellCell--phone interviewing is not the ideal solutionphone interviewing is not the ideal solution CellCell phone interviewing is not the ideal solutionphone interviewing is not the ideal solution MultiMulti--mode surveys with addressmode surveys with address--based frames are based frames are

likely to be more efficient and economical, but…likely to be more efficient and economical, but… Eligibility screening will need to become simplerEligibility screening will need to become simpler Eligibility screening will need to become simplerEligibility screening will need to become simpler Surveys will need to be more straightSurveys will need to be more straight--forwardforward Data collection periods will need to become longerData collection periods will need to become longer

Survey research using cell phone samples has Survey research using cell phone samples has been ongoing since 2002 and has indeed been been ongoing since 2002 and has indeed been successful!successful!successful!successful!

Page 59: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

http://www.cdc.gov/nchs/nhis.htmhttp://www.cdc.gov/nchs/nhis.htm

Page 60: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

American Journal of Public Health, American Journal of Public Health, October 2009, pp. 1806October 2009, pp. 1806--18101810

Page 61: Surveying in a Wireless Worldnoninstitutionalized U.S. population with high annual householdhigh annual household--level response rateslevel response rates Includes questions on residential

For More Information…For More Information… Stephen J. Blumberg, Ph.D.Stephen J. Blumberg, Ph.D.S ep e J u be g,S ep e J u be g,

National Center for Health StatisticsNational Center for Health Statistics3311 Toledo Road, Room 21123311 Toledo Road, Room 2112Hyattsville Maryland 20782 USAHyattsville Maryland 20782 USAHyattsville, Maryland 20782 USAHyattsville, Maryland 20782 USA

[email protected]@cdc.gov