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. 2020 Feb 12;16(3):e12967. doi: 10.1111/mcn.12967

Table 3.

Main results of studies evaluating the association between household food insecurity and early childhood development by domains

Study identification ECD outcomes (% delay or x̅) HFI prevalence ECD (% delay, x̅ or r) by HFI Effect size Effect size (ORs used in the meta‐analysis)
Developmental riskd

Drennen et al. (2019)

United States

11.5%

27.3% overall HFI

14.0% as HFI/child secure

13.3% as HFI/child FI

12.5% HFI/Child Secure 14.0% HFI/Child FI

<13 mo

HFI/child secure ORa 1.12 (0.85–1.47)

HFI/child FI ORa 1.49 (1.11–1.98)

13–24 months

HFI/child secure ORa 1.12 (0.90–1.39)

HFI/child FI ORa 1.22 (0.98–1.53)

25–36 months

HFI/child secure ORa 1.23 (0.98–1.54)

HFI/child FI ORa 1.35 (1.08–1.69)

37–48 months

HFI/child secure ORa 1.32 (1.02–1.72)

HFI/child FI ORa 1.44 (1.12–1.85)

25–36 months

HFI/child secure ORa 1.23 (0.98–1.54)

Black et al., (2012)

United States

15.2%a 24.0% N/R HFI ORa 1.22 (1.22–1.69) HFI ORa 1.22 (1.22–1.69)

Rose‐Jacobs et al. (2008)

United States

14.0%

21.0% HFI

6.0% HFI with hunger

18.0%

HFI ORa 1.76 (1.26–2.46)

HFI without hunger ORa1.77 (1.23–2.56)

HFI ORa 1.76 (1.26–2.46)
Socio‐emotionald

Finch et al., (2018)

Pakistan

Externalizing behaviour problems x̅ = 0.951 SD = 0.523

Prosocial behaviours x̅ = 1.529 SD = 0.363

BSID‐III social–emotional x̅ = 93.709 SD = 18.334

BSID‐III cognitive‐language x̅ = 80.5 SD = 12.793

32.8% HFI N/R

Externalizing behaviour

β 0.187 SE (0.068) Prosocial behaviours

β −0.008 SE (0.061)

Externalizing behaviour ORa 1.21 (1.06–1.38)e

Gill et al., (2018)

United States

High discipline frequency 56.4%

22.7% low FS

9.7% very low FS

67.6% marginal/high FS

High discipline frequency

Low FS = 60.7%

Very low FS = 64.2%

High‐frequency discipline Low FS

ORa 1.27 (1.07, 1.49)

Very low FS

ORa 1.41 (1.11, 1.79)

High‐frequency discipline Low and very low FS

OR 1.38 (1.21–1.58)e

Hobbs & King (2018)

United States

Externalizing behaviours x̅ = 9.6

Internalizing behaviours x̅ = 4.3

19.2% HFI

4.0% very low FS

N/R

Externalizing behaviours 10th β 0.02 (−0.05 to 0.10)

25th β 0.24 (0.12 to 0.36)

50th β 0.27 (0.15 to 0.39)

75th β 0.28 (0.10 to 0.46)

90th β 0.32 (0.08 to 0.57)Internalizing behaviours 10th β 0.28 (0.22 to 0.33)

25th β 0.25 (0.15 to 0.35)

50th β 0.39 (0.26 to 0.52)

75th β 0.43 (0.26 to 0.61)

90th β 0.44 (0.25 to 0.63)

Externalizing behaviours 90th ORa 1.38 (1.08–1.77)e

Internalizing behaviours 90th ORa 1.55 (1.28–1.88)e

Johnson & Markowitz (2018)

United States

Bayley behaviour score at 9 months x̅ = 5.16 SD = 0.99

Bayley behaviour score at 2 years x̅ = 3.41 SD = 0.83

Low FS at 9 months x̅ = 0.15

Very low FS at 9 months x̅ = 0.04

Low FS at 2 years x̅ = 0.11

Very low FS at 2 years x̅ = 0.03

Low FS at preschool x̅ = 0.16

Very low FS at preschool x̅ = 0.05

Bayley behaviour score at 9 months

HFI at 9 months x̅ = 5.13 SD = 0.99

HFI at 2 years x̅ = 5.14 SD = 0.98

HFI at preschool x̅ = 5.13 SD = 1.00

Bayley behaviour score (2 years)

HFI at 9 months x̅ = 3.41 SD = 0.84

HFI at 2 years x̅ = 3.39 SD = 0.84

HFI at 2 years x̅ = 3.38 SD = 0.83

Hyperactivity

Low FS at 2 years

β −0.01 SE (0.09)

Very low FS at 2 years

β 0.41 SE (0.15)

Conduct problems

Low FS at 2 years

β −0.01 SE (0.09)

Very low FS at 2 years

β 0.41 SE (0.18)

Hyperactivity

Low FS at 2 years

ORa 0.99 (0.83–1.18)e

Conduct problems

Low FS at 2 years

ORa 0.99 (0.83–1.18)e

King (2018)

United States

N/R

19.0% HFI

7.0% child HFI

HFI

Externalizing behaviours at 5 year x̅ = 11.9

Internalizing behaviours at 5 year x̅ = 5.9

Child HFI Externalizing behaviours at 5 year x̅ = 12.3

Internalizing behaviours at 5 year x̅ = 5.9

Externalizing behaviours

Child HFI SD 0.07 CSE (0.02)

HFI SD 0.02 CSE (0.01)

Internalizing behaviours

Child HFI SD 0.06 CSE (0.03)

HFI SD = 0.03 CSE (0.01)

Not possible to calculate OR

Milner et al. (2018)

Kenya

N/R

HFI timing

Round 1 x̅= 0.94 SD = 0.51

Round 2 x̅= 0.88 SD = 0.46

Round 3 x̅= 0.81 SD = 0.44

Round 4 x̅=0.83 SD = 0.40

Round 5 x̅= 0.83 SD = 0.43

Round 6 x̅=0.80 SD = 0.45

Round 7 x̅=0.80 SD = 0.41

Round 8 x̅=0.80 SD = 0.44

Round 9 x̅=0.84 SD = 0.47

HFI intensity

Cumulative 24 months x̅=7.54 SD = 2.98

HFI duration

Never 35.0%

1–2 times 33.0%

3–4 times 15.0%

5–6 times 9.0%

≥7 times 7.0%

N/R

Personal social

HFI 3 months ago

β −0.16 (−0.29, −0.031)

HFI current

β 0.032 (−0.11, 0.18)

HFI intensity

β −0.021 (−0.054, 0.012)

HFI duration

β −0.015 (−0.055, 0.026)

Personal social

HFI 3 months ago

ORa 0.85 (0.75–0.97)e

Nagata et al. (2018)

United States

6.0% affective score

5.4% anxiety score

5.4% oppositional defiant score

3.6% attention deficit/hyperactivity score

7.1% pervasive developmental problems

8.6% marginal FS

28.2% low FS

4.9% very low FS

N/R

Affective score

β 0.13 SE (0.07)

Pervasive developmental score

β 0.21 SE (0.10)

Oppositional defiant score

β 0.06 SE (0.08)

Anxiety

ORa 1.02 (0.81–1.28)

Attention deficit/hyperactivity

ORa 0.91 (0.65–1.29)

Affective score

ORa 1.14 (0.99–1.31)e

Oppositional defiant score

ORa 1.06 (0.91–1.24)e

Anxiety

ORa 1.02 (0.81–1.28)

Attention deficit/hyperactivity

ORa 0.91 (0.65–1.29)

Greder et al. (2017)

United States

Internalizing behaviours

T score = 50.25, SD = 11.03 CI 29.00–79.00

Externalizing behaviours T score = 51.34, SD = 11.54 CI 28.00–92.00

Score 1.55, SD = 2.04 CI 0.00–6.00 Internalizing child behaviour r = .23 Externalizing child behaviour r = .35

Externalizing behaviour

β 0.236 p < .05

Not possible to calculate OR

Zaslow et al. (2009)

United States

38.7% insecurely attached

2.6% very low FS

9.9% low FS

N/R

Insecure attachment

β 0.013

Not possible to calculate OR

Whitaker et al. (2006)

United States

10.4% aggressive

12.6% anxious/depressed

10.2% inattention/hyperactivity

21.9% any behaviour problem

17.1% mothers marginally FS

12.2% mothers HFI

3.5% mothers HFI with hunger.

Mothers HFI = 27.4% children HFI

Mothers marginally FS = 0.6% children HFI

Aggressive

14.5% marginally FS

20.8% HFI

Anxious/depressed

18.9% marginally FS

24.6% HFI

Inattention/hyperactivity

13.6% marginally FS

18.6% HFI

Any behaviour problem

29.9% marginally FS

38.6% HFI

Aggressive

Marginally FS

ORa 1.5 (1.1–2.1)

HFI ORa 1.9 (1.4–2.7)

Anxious/depressed

Marginally FS

ORa 1.8 (1.4–2.4)

HFI ORa 2.2 (1.6–3.1)

Inattention/hyperactivity Marginally FS

ORa 1.6 (1.1–2.2)

HFI ORa 1.9 (1.4–2.8)

Any behaviour problem Marginally FS

ORa 1.6 (1.3–2.1)

HFI ORa 2.1 (1.6–2.7)

Aggressive

HFI ORa 1.90 (1.40–2.70)

Anxious/depressed

HFI ORa 2.20 (1.60–3.10)

Inattention/hyperactivity HFI ORa 1.90 (1.40–2.80)

Fuller et al. (2002)

United States

Aggression

Girls x̅ = 13.8, SD = 8.4

Boys x̅ = 15.4 SD = 8.6

Inattentiveness

Girls x̅ = 6.8, SD = 3.9 Boys x̅ = 7.5, SD = 3.4

N/R N/R Aggression β 0.07 p > .05cInattentiveness β 0.03 p > .05c Not possible to calculate OR
Cognitived

Mickens et al. (2019)

United States

Battelle Developmental Inventory

Overall sample x̅: 8.99 SD = 4.58

English sample x̅: 9.92 SD = 4.74

Spanish sample x̅: 7.98 SD = 4.17

English TEMA x̅: 86.51 SD = 11.83

Spanish TEMA x̅: 75.94 SD = 12.72

31.3% N/R

TEMA English

Low FS β −0.02 (−3.30, 2.44)

TEMA Spanish

Low FS β −0.07 (−5.77, 2.15)

TEMA English

Low FS ORa 0.98 (0.04–11.47)e

Hobbs & King (2018)

United States

Peabody Picture Vocabulary Test x̅ = 86.2

Woodcock–Johnson letter–word identification x̅ = 99.9

19.2% HFI

4.0% very low FS

N/R

Peabody vocabulary

10th β −0.01 (−0.20 to 0.19)

25th β −0.11 (−0.26 to 0.05)

50th β −0.16 (−0.29 to −0.02)

75th β −0.19 (−0.33 to −0.04)

90th β −0.14 (−0.24 to −0.04)

Woodcock−Johnson letter–word

10th β −0.16 (−0.30 to −0.01)

25th β −0.01 (−0.16 to 0.14)

50th β −0.07 (−0.18 to 0.05)

75th β −0.03 (−0.16 to 0.10)

90th β −0.03 (−0.08 to 0.14)

Peabody vocabulary

10th ORa 0.99 (0.82–1.21)e

Woodcock−Johnson letter–word

10th ORa 0.85 (0.74–0.99)e

Huang et al. (2018)

United States

N/R

11.7% HFI_US

15.4% HFI_IMM

Children HFI_US

Math test score x̅ = 24.95 Reading test score x̅ = 21.36

Children HFI_IMM

Math test score x̅ = .45 Reading test score x̅ = 19.92

Reading assessment score

HFI_US β 0.39 SE (1.23)

Math assessment score

HFI_US β −0.17 SE (1.11)

Reading assessment score

HFI_IMM

ORa 0.44 (0.10–1.97)e

Math assessment score HFI_IMM

ORa 0.47 (0.09–2.38)e

Johnson & Markowitz, 2018 UnitedStates

Bayley cognitive score at 9 months x̅ = 76.57 SD = 10.00

Bayley cognitive score at 2 years

x̅ = 124.78 SD = 10.12

Low FS at 9 months x̅ =0.15 Very low FS at 9 months x̅ =0.04 Low FS at 2 years x̅ = 0.11 Very low FS at 2 years x̅ = 0.03 Low FS at preschool x̅ =0.16 Very low FS at preschool x̅ =0.05 Bayley cognitive score at 9 months HFI at 9 months x̅ = 76.39 SD = 10.10 HFI at 2 years x̅ = 76.42 SD = 9.90 HFI at preschool x̅ = 76.38 SD = 9.75Bayley cognitive score (2 years) HFI at 9 months x̅ = 124.58 SD = 9.98 HFI at 2 years x̅ = 124.52 SD = 10.32 HFI at preschool x̅ = 124.32 SD = 10.20 Approaches to learning Low FS at 2 years β −0.10 SE (0.08)very low FS at 2 years β −0.34 SE (0.12)Reading Low FS at 2 years β −0.13 SE (0.06)very low FS at 2 years β −0.07 SE (0.11)Math Low FS at 2 years β −0.18 SE (0.07) very low FS at 2 years β −0.27 SE (0.12) Reading Low FS at 2 years eORa 0.88 (0.78–0.99)Math Low FS at 2 years eORa 0.84 (0.73–0.96)

Obradovíc, Yousafzai, Finch, & Rasheed (2016)

Pakistan

N/R 33.0% N/R

EF β 0.022 SE (0.026)c

Verbal IQ β 0.048 SE (0.025)c

Performance IQ β 0.042 SE (0.026)c

Verbal IQ

OR 0.95 (0.91–1.00)e

Hernandez & Jacknowitz, (2009)

United States

N/R

HIF at 24 months

x̅ = 24.54, SEM = 0.09

HIF persistent

x̅ = 24.58, SEM = 0.10

Cognitive scores at 24 months

HFI at 9 months x̅ = 125.66, SEM = 0.55

HFI at 24 months x̅ = 123.93, SEM = 0.70

HFI persistent x̅ = 123.93, SEM = 0.77

Cognitive scores at 24 months

Adult HIF persistent

β −0.87 SE (0.81)

Adult HFI at 9 months

β 0.41 SE (0.54)

Adult HFI at 24 months

β −1.50 SE (0.69)

Zaslow et al., (2009)

United States

High income

Mental development score

x̅ = 34.7 SD = 22.4

2.6% very low FS

9.9% low FS

N/R

3−level FI and mental development

β = 0.015

Not possible to calculate OR
Motord

Milner et al., (2018)

Kenya

N/R

HFI timing

Round 1 x̅ = 0.94 SD = 0.51

Round 2 x̅ = 0.88 SD = 0.46

Round 3 x̅ = 0.81 SD = 0.44

Round 4 x̅ = 0.83 SD = 0.40

Round 5 x̅ = 0.83 SD = 0.43

Round 6 x̅ = 0.80 SD = 0.45

Round 7 x̅ = 0.80 SD = 0.41

Round 8 x̅ = 0.80 SD = 0.44

Round 9 x̅ = 0.84 SD = 0.47

HFI intensity

Cumulative 24 months x̅ = 7.54 SD = 2.98

HFI duration

Never 35%

1–2 times 33.0%

3–4 times 15.0%

5–6 times 9.0%

≥7 times 7.0%

N/R

Gross motor

HFI 3 months ago

β −0.097 (−0.23, 0.036)

HFI current

β −0.050 (−0.18, 0.079)

HFI intensity

β −0.028 (−0.058, 0.0019)

HFI duration

β −0.029 (−0.066, 0.0075)

Gross motor

HFI 3 months ago

ORa 0.91 (0.79–1.03)e

Hernandez & Jacknowitz, (2009)

United States

N/R

HIF at 24 months

x̅ = 24.54, SEM = 0.09

HIF persistent

x̅ = 24.58, SEM = 0.10

Motor scores at 24 months

HFI at 9 months x̅ = 81.65, SEM = 0.29

HFI at 24 months x̅ = 81.48, SEM = 0.36

HFI persistent x̅ = 80.86, SEM = 0.39

Motor scores at 24 months

Adult HIF persistent

β −0.58 SE (0.40)

Adult HFI at 9 months

β 0.10 SE (0.29)

Adult HFI at 24 months

β 0.05 SE (0.35)

Motor scores at 24 months

Adult HFI at 24 months

ORa 1.05 (0.53–2.09)e

Languaged

Milner et al. (2018)

Kenya

N/R

HFI timing

Round 1 x̅ = 0.94 SD = 0.51

Round 2 x̅ = 0.88 SD = 0.46

Round 3 x̅ = 0.81 SD = 0.44

Round 4 x̅ = 0.83 SD = 0.40

Round 5 x̅ = 0.83 SD = 0.43

Round 6 x̅ = 0.80 SD = 0.45

Round 7 x̅ = 0.80 SD = 0.41

Round 8 x̅ = 0.80 SD = 0.44

Round 9 x̅ = 0.84 SD = 0.47

HFI intensity

Cumulative 24 months

x̅ = 7.54 SD = 2.98

HFI duration Never 35%

1–2 times 33.0%

3–4 times 15.0%

5–6 times 9.0%

≥7 times 7.0%

N/R

Communication

HFI 3 months ago

β −0.12 (−0.26, 0.019)

HFI current

β −0.0070 (−0.14, 0.13)

HFI intensity

β −0.022 (−0.057, 0.014)

HFI duration

β −0.020 (−0.063, 0.024)

Saha et al. (2010) Bangladesh

Language expression

M 10.0 IQR (7.0, 15.0)

Language comprehension

M 37.4 SD (7.80)

N/R N/R

Language comprehension

ORa 0.83 (0.92–0.74)b

Language expression

ORa 0.36 (0.37–0.36)b

Abbreviations: CI, confidence intervals; CSE, clustered standard errors; ECD, early childhood development; EF, executive function; FS, Food Security; HFI, Household Food Insecurity; IMM, immigrant; IQ, intelligence quotient; IQR, interquartile range; M, median; N/R, not reported; OR, odds ratio; SD, standard deviation; SE: standard error; TEMA: Test of Early Mathematics Ability; US: United States; x̅: mean.

a

Percentage of ECD outcome calculated by data provided by the study.

b

Effect size calculated per data provided by the study.

c

Effect size not adjusted.

d

Reported as ECD description adopted in this review.

e

Calculated by the authors as recommended by Deeks, Altman, & Bradburn (2001) and Altman (1991).