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2020 study · PNAS

when peer pressure makes teens safer

most research on teens and peer pressure is about peers encouraging risk-taking behavior. we asked what happens when teens observe their peers making safe choices, and found that teens who had never used substances were more influenced by these safe peers.

when people talk about teens and peer pressure, it’s often about friends pushing each other toward risk. we wanted to know what happens when peers push others towards the safe option instead. 78 teens, ages 15 to 17, chose between gambles, sometimes on their own and sometimes after seeing what two other players picked.

teens who said they’d never used substances gave more weight to peers’ safe choices than teens who had. we saw the same difference in vmPFC, a brain region that helps track how much we value different options. when peers picked the risky gamble, the two groups looked about the same. peer influence can work in both directions, and for these teens, the safe direction is the one that was associated with not using substances.

a quick game

let’s start with a game. pick the gamble you’d rather play. after four rounds, you’ll see what two other players chose before you decide.

teens in our study played a version of this, sometimes alone and sometimes after seeing what peers chose. we wanted to know whether a peer’s choice made that option more appealing, and whether it mattered if the peers played it safe or took the risk.

what 78 teens chose

78 teens made ‘gamble’ choices like the ones you just made, sometimes alone and sometimes after seeing two peers’ choices. in the plot on the right, each dot is one teen. the higher the dot, the more extra value a peer’s safe choice added to that option for them.

blue dots are teens who said they’d never used substances. coral dots are teens who reported some use.

measuring the value a peer’s choice adds

how did we quantify extra value? we used a computational model, a series of equations with parameters that are fit to the choices of each participant, that first estimates how much each person likes a gamble on its own, given how much risk they’re comfortable with (the ‘risk preference’ parameter). then it estimates how much seeing a peer pick that gamble adds on top (the ‘social value’ parameter, called other-conferred utility in the paper).

teens who had never used substances got a bigger value boost from peers’ safe choices than teens who had.

0.5 on this scale means a peer’s choice added nothing.

when peers take the risk

now look at trials where the peers picked the riskier gamble. the same teens’ dots move to show how much those risky choices added.

here the two group averages sit close together, and we didn’t find a difference tied to substance use. the difference only showed up for safe choices. in other words, differences between substance-use groups seemed specific to safe influence.

the same pattern in vmPFC

31 of these teens also had fMRI scans, which track changes in blood flow as a stand-in for brain activity. we looked at vmPFC, a region whose activity tracks the value of a given option.

now each dot shows one teen’s vmPFC response to the value added by peers’ safe choices. the same pattern appeared: the response was stronger in teens who had never used substances. their choices and their brain’s value signal told the same story.

only the 31 teens who were scanned appear here, so there are fewer dots.

risky peers in vmPFC

on the other hand, when we look at brain responses in vmPFC to risky peers, we didn’t find a difference in vmPFC between the two groups. again, this mirrors our computational model findings that there is no difference in risky influence between substance use groups.

the model is called the ‘other-conferred utility’ model. it starts with each person’s own value for a gamble, their risk preference, based on its possible outcomes and how much risk they like. then it adds a separate value ‘boost’ for the option that peers chose. we estimated that boost separately for safe and risky peer choices to see if teens responded differently to each type of influence.

for the brain analysis, we asked whether vmPFC activity tracked the value peers added, and whether that differed with substance use. again, this was measured separately for safe and risky influence so we could examine if they differed. the scanned group had 15 teens who reported no use and 16 who reported some.

see the original figure
main result figure for pnas article
figure 2a · valuation-related responses to peers’ safe and risky choices. view full size →
read the full paper

safe influence

safe peers: a stronger response in teens who had never used substances.

for the aficionados: the difference between the groups from the paper: P = 0.021
never used substancessome substance use

social-value index

00.51never usedn = 46some usen = 32

colored dots are individual teens; grey circles are group averages ± standard error. the dashed line at 0.5 means peers added nothing.
source: Chung, Orloff et al., 2020 ↗ · figures 1b & 2a.
see the plotted values

rescaled model estimates, not how often someone copied.

social-value estimates for all 78 teens (anonymized)
display labelsafer peersriskier peers
exposed-010.5590.590
naive-010.7620.663
naive-020.8670.119
naive-030.5180.547
naive-040.9250.251
exposed-020.5770.619
exposed-030.5750.429
exposed-040.5710.249
exposed-050.5720.656
naive-050.5620.682
exposed-060.5760.583
naive-060.5410.543
naive-070.5620.727
naive-080.7630.294
exposed-070.5780.751
exposed-080.5090.507
naive-090.6370.776
naive-100.8100.735
exposed-090.5320.607
naive-110.7660.640
naive-120.5560.369
naive-130.7030.571
exposed-100.8460.254
exposed-110.5310.530
exposed-120.6030.506
naive-140.5090.509
exposed-130.5670.726
exposed-140.6190.235
naive-150.8530.155
exposed-150.5290.538
exposed-160.5320.557
naive-160.5170.554
naive-170.5970.592
exposed-170.5190.529
naive-180.6450.834
naive-190.8920.201
naive-200.6130.702
exposed-180.8780.094
exposed-190.5110.517
naive-210.8710.126
exposed-200.5450.576
naive-220.9060.010
naive-230.5630.570
exposed-210.8520.087
naive-240.5230.528
naive-250.7840.172
exposed-220.5940.524
naive-260.5970.573
exposed-230.8860.992
exposed-240.6920.793
naive-270.6180.246
naive-280.5690.518
naive-290.5610.623
naive-300.9070.009
exposed-250.5530.528
exposed-260.8300.572
naive-310.5870.436
naive-320.8750.201
exposed-270.6710.200
naive-330.8150.394
naive-340.6730.599
naive-350.6660.834
exposed-280.5080.503
exposed-290.5150.501
naive-360.5380.559
naive-370.5820.621
naive-380.5720.427
naive-390.5240.567
naive-400.7360.573
exposed-300.5440.507
naive-410.5430.498
naive-420.5050.505
exposed-310.6990.802
naive-430.8660.945
naive-440.5120.511
naive-450.5030.503
exposed-320.5640.554
naive-460.5550.563
see the brain estimates

31 of the same teens; value-related estimates from vmPFC.

vmPFC estimates from figure 2a
display labelsafer peersriskier peers
exposed-01-0.8930.693
naive-010.101-0.228
naive-020.3270.063
naive-03-0.159-0.328
naive-040.7790.310
exposed-02-0.7880.186
exposed-03-0.2230.098
exposed-04-0.2051.736
exposed-05-0.3710.048
naive-05-0.3970.505
exposed-06-0.6970.921
naive-060.1990.974
naive-070.434-0.943
naive-080.8480.274
exposed-07-0.275-1.245
exposed-08-0.866-0.387
naive-09-0.0130.302
naive-100.6041.498
exposed-09-0.263-1.205
naive-110.990-0.926
naive-120.2280.783
naive-13-0.4970.055
exposed-100.282-0.018
exposed-110.4850.918
exposed-12-0.2980.202
naive-14-0.0920.421
exposed-130.056-0.029
exposed-140.487-0.362
naive-150.4920.238
exposed-15-0.0670.298
exposed-16-0.9030.328

vmPFC responses to peers’ choices

this is the original figure from our paper: the spot in vmPFC we analyzed, and each teen’s estimates from that spot.

figure 2A locates vmPFC and shows participant fMRI estimates for safe and risky peer influence by substance exposure

fMRI · 31 of the 78 teens

figure 2A from Chung, Orloff and colleagues. blue is safe influence and red is risky influence. minus means no reported substance use; plus means some.

ventromedial prefrontal cortex (vmPFC)

its activity tracks how much we value an option.

what we found here

vmPFC responses to peers’ safe choices differed between teens who had and hadn’t used substances. we didn’t find that difference for peers’ risky choices.