development and validation of an improved hardiness tool ...iamps.org/papers/2019_bartone.pdf ·...

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Development and Validation of an Improved Hardiness Tool: The Hardiness Resilience Gauge COL (Ret.) Paul T. Bartone, Ph.D. Institute for National Security Studies National Defense University Washington, DC, USA Kelly McDonald, Ph.D., Jonathan Stermac, Ph.D., Manalo Escobar, Ph.D., Justin McNeil, Ph.D. & Steven Stein, Ph.D. MHS Multi Health Systems Toronto, CANADA IAMPS, 7-10 May 2019 Sarajevo Contact: [email protected] 1

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Page 1: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Development and Validation of an Improved Hardiness Tool:

The Hardiness Resilience Gauge

COL (Ret.) Paul T. Bartone, Ph.D.

Institute for National Security Studies

National Defense University

Washington, DC, USA

Kelly McDonald, Ph.D., Jonathan Stermac, Ph.D., Manalo Escobar, Ph.D.,

Justin McNeil, Ph.D. & Steven Stein, Ph.D.

MHS – Multi Health Systems

Toronto, CANADA

IAMPS, 7-10 May 2019 Sarajevo Contact: [email protected]

Page 2: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

1992-1993 UNPROFOR to the former Yugoslavia

U.S. Army field hospital – MASH at Zagreb airport

Page 3: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et
Page 4: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et
Page 5: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Personality Hardiness

A general tendency to view the world as interesting &

meaningful; to see self as able to exert control; to see change as

opportunity to learn and grow

Commitment (vs. alienation)

… ability to feel deeply involved in life – including

work, social world, physical world, and oneself

Control (vs. powerlessness)

…belief you can control or influence events and outcomes

Challenge (vs. threat)

…sees change as an exciting challenge & chance to learn

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Page 6: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Measuring hardiness

•1979 Kobasa: 18 scales from 5 different tests; 101 items,

all negatively keyed, poor factor structure

•1984 Bartone dissertation: 76 50 items (20 CM, 20 CO, 10 CH), all

negatively keyed)

•1985 Bartone post doc: 50 items (16 CM, 17 CO, 17 CH,

39 neg.) becomes the Personal Views Survey PVS used by

Maddi - Hardiness Institute

•1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH,

30 neg. becomes the Dispositional Resilience Scale DRS

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Page 7: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

•1991 Bartone, APS: 30-item short DRS, 15 each CM, CO, &

CH, fully balanced for pos and neg

•1995 Bartone, APS: 15-item short DRS, 5 each CM, CO, CH

with 4 neg. keyed

•1998 Bartone, West Point: DRS-15 v.2, minor refinements and

5 neg. keyed

•2007 Bartone, Fulbright: DRS-15 v.3, improved CO scale, 6

neg. keyed (Bartone, 2013; Hystad et al., 2010)

•2017 DRS assigned to MHS – Multi Health Systems

Measuring hardiness

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Page 8: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

2017-18 MHS revision

Goal: Building on the DRS-15, create a more comprehensive measure of hardiness with improved construct validity and reliability

15 DRS original items21 new items written (Bartone, McDonald, MHS)

8 Challenge6 Control7 Commitment

____36 items total subjected to further analysis

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Page 9: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

• Normative sample collected June 2018 (TurkPrime)

• Sample total (N = 2016); N=1500 after screening out spurious responses (143) and census matching

• U.S. census-matched within 1 % on:

• Race/Ethnicity

• Geographic Region

• Education

• Employment Status

• Gender

• Age

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Page 10: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

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Table 4.1. Demographic Characteristics of the Normative Sample

Demographic Frequency N %

Gender Male 750 50.0

Female 750 50.0

Age Group (Years)

18–24 300 20.0

25–34 300 20.0 35–54 300 20.0

55–64 300 20.0

65+ 300 20.0 Median Age (SD) 43 (18.7)

Racial/Ethnic Group

Asian 82 5.5

Black 177 11.8 Hispanic 241 16.0

White 957 63.8 Other 43 2.9

Geographic Region

Northeast U.S. 264 17.6

Midwest U.S. 372 24.8

South U.S. 528 35.2

West U.S.

336 22.4

Education Level

No High School Diploma 147 9.8

High School Graduate 350 23.3

Some College or Associate Degree 505 33.7

Bachelor’s Degree 309 20.6

Graduate School 189 12.6

Employment Status

Employed or Self-Employed: Full-Time

589 39.3

Employed or Self-Employed: Part-Time

190 12.7

Retired 382 25.4

Student: Full-Time 167 11.1 Student: Part-Time 43 2.9

Unemployed 129 8.6

Total 1500

Page 11: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Items selected based on:

• Item Response distributions • Item-total correlations• Item loadings on factors (CFA)• IRT (Item Response Theory) item curves• Confirmatory Factor Analysis (CFA) Structure• Scale Reliabilities

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Page 12: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Item Response Theory: A “Good” Item

Ability (hardiness) Level (Theta)

Responses (0-3)

Proportion of People Who Selected Responses at Each Level of Hardiness

Ideally, we want no overlapbetween curves (items should discriminate based on ability)

We want curves, not straight lines (people with the ability should always answer the same way)

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Page 13: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Item Response Theory Trace Lines

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Page 14: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Item Response Trace Lines: Challenge

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Page 15: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Confirmatory Factor AnalysisFit Indices

• Chi-square/p-value

– Crude test of fit; highly sensitive to sample size

• Fit indices: CFI / TLI

– Higher is better

– Want values above .90

• RMSEA, SRMR

– Lower is better

– Want values below .1

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Page 16: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

1. Single Hardiness Factor

Model Chi-Square df P CFI TLI RMSEA SRMR

1 19063.37 594 <.001 .926 .922 .124 .107

2 123190.63 594 <.001 .510 .481 .320 .271

2. Three Uncorrelated Factors (Orthogonal)

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CFA with 36 items

Page 17: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Model Chi-Square

df P CFI TLI RMSEA SRMR

3 14815.77 594 <.001 .943 .939 .109 .097

3. Hierarchical Model

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CFA with 36 items

Page 18: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

28 Items selected based on all criteria

• 10 Challenge items “Changes in routine are interesting to me”

“Mistakes are opportunities to learn and improve”

• 8 Control items“I am responsible for my own success in life”

“I am confident I can accomplish whatever I set out to do”

• 10 Commitment items “I look forward to my daily activities”

“I have a clear sense of purpose in my life”18

Page 19: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Model Chi-Square

df P CFI TLI RMSEA SRMR

3b 3351.03 347 <.001 .98 .98 .08 .06

3b. Final Hierarchical Model

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CFA with final 28 items

Page 20: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Model Param-eters

Chi-Square

df P CFI TLI RMSEA SRMR

1 112 6045.7 350 <.001 .96 .96 .10 .08

2 112 76949.4 350 <.001 .53 .49 .38 .31

3 115 3351.03 347 <.001 .98 .98 .08 .06

Final fit statistics on three different models, 28 HRG items

Model 1: A single general hardiness factorModel 2: Three uncorrelated factorsModel 3: Hierarchical- 3 correlated factors under a general factor

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Page 21: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Cronbach’sAlpha

(N=1500)

3 week Test-Retest(N=168)

Total Hardiness .93 .81

Challenge .85 .80

Control .84 .74

Commitment .89 .79

HRG Scale Reliability

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Page 22: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

HRGTask

focusedcoping1

Emotionfocused coping1

SWLS2 Thrive in challenging situations3

MaslachEfficacy4

Maslach Cynicism4

Hardiness .68 -30 .48 .57 .44 -.37

Challenge .62 -.26 .33 .58 .35 -.27*

Control .55 -.22 .39 .44 .41 -.27*

Commitment .61 -.31 .56 .50 .43 -.47

HRG Convergent and Discriminant Validity

All correlations significant at p<.001 unless otherwise indicated; *p<.011 N=1461; CISS - Coping with Stressful Situations Inventory, Endler & Parker, 19902 N=1461; SWLS – Satisfaction with Life Scale, Diener et al., 1985 3 N=1461; Single item 7-point likert scale “I believe I can thrive in challenging situations”4 N=113 employed adults; Maslach Burnout Inventory; Maslach, Jackson & Leiter, 1996

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Page 23: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

For more info: www.mhs.com/hrg

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Page 24: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

BACKUP

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Page 25: Development and Validation of an Improved Hardiness Tool ...iamps.org/papers/2019_BARTONE.pdf · •1989 Bartone JNMD: 45 items (15 CM, 15 CO, 15 CH, ... (Bartone, 2013; Hystad et

Demographics – Group Differences

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• Sex – no differences

• Age – no differences 25-34 age group ^ than 65+ in challenge (h2=.004)

• Small ethnic/race differencesCompared to White, Hispanic & Black slightly higher in hardiness (Cohen’s d -0.12, .-0.38)

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Table 4.12. Differences between Racial/Ethnic Groups

White

H

(N = 241)

Hispanic

(N = 241) Cohen's d

WhiteB

(N = 177)

Black

(N = 177) Cohen's d

M SD M SD W/H M SD M SD W/B

Total Hardiness 99.7 14.2 101.4 15.5 -0.12 99.5 14.9 104.9 13.3 -0.38

Challenge 98.9 14.6 102.6 15.1 -0.25 98.8 15.2 106.1 13.5 -0.51

Control 101.8 15.3 101.3 17.0 0.03 101.6 16.0 104.8 15.5 -0.20

Commitment 99.7 14.0 101.3 15.1 -0.11 99.6 14.0 103.8 13.9 -0.30

Notes: WhiteH: Matched sample of White individuals from the norm sample matched to Hispanic

individuals of the norm sample. WhiteB: Matched sample of White individuals from the norm sample

matched to Black individuals of the norm sample. W/H = White vs. Hispanic ratio; W/B = White vs. Black

ratio. Guidelines for evaluating d are 0.20 = small, 0.50 = medium, 0.80 = large.