An Experimental Test of Whether Informants can Report About Child and Family Behavior Based on...

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1 23 Journal of Child and Family Studies ISSN 1062-1024 Volume 22 Number 2 J Child Fam Stud (2013) 22:177-191 DOI 10.1007/s10826-012-9567-3 An Experimental Test of Whether Informants can Report About Child and Family Behavior Based on Settings of Behavioral Expression Andres De Los Reyes, Katherine B. Ehrlich, Anna J. Swan, Tana J. Luo, Michael Van Wie & Shairy C. Pabón

Transcript of An Experimental Test of Whether Informants can Report About Child and Family Behavior Based on...

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Journal of Child and Family Studies ISSN 1062-1024Volume 22Number 2 J Child Fam Stud (2013) 22:177-191DOI 10.1007/s10826-012-9567-3

An Experimental Test of WhetherInformants can Report About Child andFamily Behavior Based on Settings ofBehavioral Expression

Andres De Los Reyes, KatherineB. Ehrlich, Anna J. Swan, Tana J. Luo,Michael Van Wie & Shairy C. Pabón

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ORIGINAL PAPER

An Experimental Test of Whether Informants can Report AboutChild and Family Behavior Based on Settings of BehavioralExpression

Andres De Los Reyes • Katherine B. Ehrlich •

Anna J. Swan • Tana J. Luo • Michael Van Wie •

Shairy C. Pabon

Published online: 18 February 2012

� Springer Science+Business Media, LLC 2012

Abstract Researchers and practitioners conduct multi-

informant assessments of child and family behavior under

the assumption that informants have unique perspectives

on these behaviors. These unique perspectives stem, in

part, from differences among informants in the settings in

which they observe behaviors (e.g., home, school, peer

interactions). These differences are assumed to contribute

to the discrepancies commonly observed in the outcomes

of multi-informant assessments. Although assessments

often prompt informants to think about setting-specific

behaviors when providing reports about child and family

behavior, the notion that differences in setting-based

behavioral observations contribute to discrepant reports has

yet to be experimentally tested. We trained informants to

use setting information as the basis for providing behav-

ioral reports, with a focus on parental knowledge of chil-

dren’s whereabouts and activities. Using a within-subjects

controlled design, we randomly assigned 16 mothers and

adolescents to the order in which they received a program

that trains informants to use setting information when

providing parental knowledge reports (Setting-Sensitive

Assessment), and a control program involving no training

on how to provide reports. Relative to the control program,

the Setting-Sensitive Assessment training increased the

differences between mother and adolescent reports of

parental knowledge, suggesting that mothers and adoles-

cents observe parental knowledge behaviors in different

settings. This study provides the first experimental evi-

dence to support the assumption that discrepancies arise

because informants incorporate unique setting information

into their reports.

Keywords Attribution Bias Context Model �Correspondence � Disagreement � Informant discrepancies �Multiple informants � Setting-Sensitive Assessment

Introduction

A key component of best practices in psychological

assessments of children and adolescents (i.e., children) and

their families involves the use of multiple informants’

reports (e.g., parents, teachers, laboratory observers, chil-

dren; Hunsley and Mash 2007). Nevertheless, inconsis-

tencies often arise across these multiple reports (De Los

Reyes 2011). Researchers and practitioners commonly

observe these inconsistencies (i.e., informant discrepan-

cies) across various assessment occasions, including iden-

tifying risk factors for psychopathology, screening and

diagnosis, and treatment planning and evaluation (De Los

Reyes and Kazdin 2005). Informant discrepancies often

pose great challenges for making sense of research findings

and assessment outcomes. For instance, it is common to

observe inconsistencies in informants’ reports about the

outcomes of controlled trials testing psychological inter-

ventions (e.g., De Los Reyes and Kazdin 2006; Koenig

et al. 2009). Importantly, much of the evidence supporting

the efficacy of treatments for children rests on multiple

informants’ outcome reports (for a review, see Weisz et al.

A. De Los Reyes (&) � A. J. Swan � T. J. Luo � M. Van Wie �S. C. Pabon

Comprehensive Assessment and Intervention Program,

Department of Psychology, University of Maryland, College

Park, MD 20742, USA

e-mail: [email protected]

K. B. Ehrlich

Maryland Child and Family Development Laboratory,

Department of Psychology, University of Maryland,

College Park, MD 20742, USA

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DOI 10.1007/s10826-012-9567-3

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2005). Thus, informant discrepancies create interpretive

problems when determining the efficacy of children’s

treatments.

Researchers often espouse the advantages of taking

multi-informant approaches to assessment (e.g., Hunsley

and Mash 2007; Pelham et al. 2005; Silverman and

Ollendick 2005). The advantages largely center on two

widely held assumptions about child and family psycho-

logical assessments. The first is that informants often vary

in the settings within which they observe behavior (e.g.,

home, school, with peers; De Los Reyes 2011). The second

is that the expression of behaviors measured in child and

family assessments can vary substantially as a function of

setting (see Achenbach et al. 1987; Mischel and Shoda

1995). These variations in what behaviors informants wit-

ness could translate into discrepant behavioral reports and,

presumably, discrepancies that meaningfully relate to set-

ting-based variations in the expressions of behaviors

(Kraemer et al. 2003).

Despite widespread agreement on the benefits of col-

lecting multi-informant reports, researchers and practitio-

ners vary dramatically in how they handle informant

discrepancies. Most often, informant discrepancies have

been treated as measurement error or informant unreli-

ability (De Los Reyes 2011; De Los Reyes et al. 2011a, b).

In other cases, researchers have taken approaches to

actively incorporate setting-specific information into

informants’ reports. One approach is to explicitly ask

informants to consider the settings where they observe a

particular behavior; this strategy provides additional

information about the settings where the behaviors are

most likely to occur. For example, the Adjustment Scales

for Children and Adolescents (ASCA; McDermott 1993)

and the Adjustment Scales for Preschool Intervention

(ASPI; Lutz et al. 2002) ask informants to rate children’s

behaviors across over 20 different settings (e.g., with peers,

in the classroom). Similarly, in light of the fact that

rejected children differ in the settings in which their social

skills are lacking, the Taxonomy of Problematic Social

Situations for Children (TOPS) was designed to identify

which situations should be targeted for intervention (Dodge

et al. 1985).

More recently, researchers have empirically tested

whether the discrepancies among informants’ reports sys-

tematically differ as a function of setting-based variations

in children’s behavior. For instance, when a parent reports

disruptive behavior symptoms in their child that the child’s

teacher does not also report, that child tends to behave

disruptively under controlled laboratory conditions during

parent–child interactions but not interactions with non-

parental adults (i.e., a clinical examiner; De Los Reyes

et al. 2009). This finding suggests that the discrepancy

between parent and teacher reports might be explained by

the child’s different behaviors across settings. In another

study, discrepancies between parent and teacher reports of

children’s aggressive behavior related to informants’ per-

ceptions of the environmental cues that elicited the

behaviors (see Hartley et al. 2011). Stated another way,

increased similarity in the environmental circumstances

where informants observed aggressive behavior related to

increased informant agreement on aggressive behavior

reports.

In sum, recent evidence indicates that, overall, discrep-

ancies among informants’ reports reflect setting-based

differences among informants’ opportunities for observing

the behaviors. Yet, do informants consistently use setting

information when making their reports? This is an impor-

tant question because assuming, for instance, that parent

reports represent ‘‘home behaviors’’ and teacher reports

represent ‘‘school behaviors’’ requires experimental evi-

dence that discrepant reports across informants occur as a

result of informants systematically and consistently incor-

porating unique setting information into their reports.

There is limited evidence available about whether infor-

mants consistently use setting information when making

behavioral reports, yet some evidence suggests that infor-

mants do not consistently use setting information when

making reports. For instance, in an experimental study a

sample of experienced clinicians read vignettes describing the

home, school, and peer settings of children expressing

symptoms of conduct disorder (De Los Reyes and Marsh

2011). Researchers randomly varied the presentation of

symptoms in the presence of consistent versus inconsistent

setting characteristics (e.g., consistent settings: parents expe-

riencing psychopathology, children with deviant peer asso-

ciations; inconsistent settings: well-liked by friends’ parents,

studies hard to get into college). Overall, clinicians rated

children whose settings included known risk factors for con-

duct disorder as more likely to evidence symptoms of a con-

duct disorder diagnosis than children described within settings

that posed no contextual risk factors. However, in this same

study, clinicians varied widely on when they applied setting

information to their clinical judgments. Further, clinicians

largely disagreed with each other in terms of the actual

symptoms to which they applied setting information (e.g.,

clinicians disagreed on whether they applied setting infor-

mation to judging expressions of truancy and fire-setting).

Thus, prior work indicates that trained judges use setting

information to provide behavioral reports, but do so incon-

sistently. Along these lines, one question is whether infor-

mants, such as parents and children, can be trained to

incorporate setting information systematically in their reports.

Evidence of successful training in the use of setting infor-

mation would provide experimental support for the notion that

it is possible for informants to provide reports that align with

the assumptions researchers and clinicians make as to the

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utility of multi-informant assessment approaches. In turn, this

support would further justify attempts to, for instance, use

informant discrepancies to understand the settings in which

interventions exert their effects (De Los Reyes and Kazdin

2009).

Purpose

The purpose of this study is to extend the literature on infor-

mant discrepancies in child and family behavioral assess-

ments. In an ethnically diverse community sample of mothers

and adolescents aged 13–17 years, we trained parents and

adolescents to use setting information consistently when

making behavioral reports (De Los Reyes and Weersing2009).

Briefly, we developed a protocol (i.e., Setting-Sensitive

Assessment) that is administered by a trained interviewer who

guides informants to identify settings that they perceive as

personally relevant to where they observe behaviors being

assessed (e.g., parental knowledge about what the adolescent

does after school). Following identification of these settings,

the interviewer trains informants how to provide item-by-item

reports of parental knowledge behaviors based on the settings

they feel are Great Examples of where the behavior being

described in each specific item happens. Lastly, the inter-

viewer administers instructions on how to precisely use setting

information so that informants can make setting-based reports.

To illustrate use of the Setting-Sensitive Assessment, we

focused on multi-informant assessments of what parents

know about their adolescents’ whereabouts and activities

(i.e., Parental Knowledge) in a sample of mothers and

adolescents (Stattin and Kerr 2000). We chose to examine

multi-informant reports of parental knowledge given that

such reports commonly disagree (De Los Reyes et al.

2008). Therefore, informant discrepancies in parental

knowledge reports are likely to be large enough to detect

changes in the differences between reports when assessed

across different conditions (e.g., reports completed after

Setting-Sensitive Assessment training vs. reports com-

pleted without training).

We examined families with adolescents, rather than

children, given that development of the Setting-Sensitive

Assessment was informed by prior work on assessments of

adolescent disclosure and perceived parental reactions to

adolescent rule-breaking behaviors (see Darling et al. 2006;

Luthar and Goldstein 2008). Further, testing a method to

train mothers and adolescents to provide parental knowl-

edge reports would inform both applied and basic research.

For instance, interventions have been developed to change

parental knowledge in order to prevent or reduce adoles-

cent risk behaviors, and controlled trials of family-based

interventions often focus on parental knowledge as a key

outcome for testing efficacy (e.g., Pantin et al. 2009;

Stanton et al. 2000, 2004; Wu et al. 2003). These

interventions focus on parental knowledge because it

robustly predicts the development of adolescent delin-

quency, risk-taking behaviors, and drug use (see Dishion

and McMahon 1998; Smetana 2008). Thus, by under-

standing discrepant parental knowledge reports we might,

in turn, increase our understanding of the outcomes of

interventions targeting parental knowledge.

To address our study aims, we conducted a within-

subjects controlled experiment in which we randomly

assigned mothers and adolescents to the order in which

they received the Setting-Sensitive Assessment and an

interviewer-administered Control Assessment. The purpose

of the Control Assessment was to equate the assessment

conditions on exposure to settings prior to informants

making behavioral reports. Thus, mothers and adolescents

were exposed to and subsequently provided their impres-

sions of the same settings to which they were exposed in

the Setting-Sensitive Assessment, without receiving any

training on how to use this setting information to provide

parental knowledge reports. Mothers and adolescents

completed behavioral reports immediately after each

assessment protocol. We exposed all participants to both of

these protocols as opposed to one of two protocols (i.e., a

between-subjects design) because prior work indicates that

informant discrepancies in parental knowledge reports are

related to informants’ levels of depressed mood (De Los

Reyes et al. 2008). Thus, our concern with using a

between-subjects design is the likelihood that random

assignment would nonetheless result in two groups of

participants varying on a characteristic that accounts for

variance in informant discrepancies. This would reduce

power to detect between-group effects, making a within-

subjects approach, in which informant characteristics are

held constant across groups, the most appropriate of these

two designs.

Hypotheses

Prior theoretical work suggests that parent and adolescent

reports disagree, in part, because they observe behaviors in

different settings and the behaviors themselves vary in their

expressions across settings (Kraemer et al. 2003). In line

with these ideas, the Setting-Sensitive Assessment should

enhance the precision with which mothers and adolescents

make reports. Importantly, mothers and adolescents can

vary in the circumstances in which they observe parental

knowledge behaviors. For example, mothers may notice

their attempts to learn about adolescents’ activities during

family conversations at dinner, whereas adolescents may

not recognize these dinner conversations as instances of

parents acquiring knowledge of their whereabouts and

activities. Therefore, increased precision in use of setting

information to provide reports should translate into

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mothers and adolescents providing diverging reports.

Alternatively, if mothers and adolescents do not vary in use

of setting information, then precise use of this information

should in fact increase reporting agreement. Importantly,

we held access to setting information constant across

mother and adolescent reports, allowing each dyad equal

opportunity to sample from settings they collectively

deemed relevant to parental knowledge.

With regard to parental knowledge, we surmise that

mothers and adolescents perceive parental knowledge

behaviors in different settings, in line with prior work in

child and family assessment generally (Achenbach et al.

1987; De Los Reyes and Kazdin 2005). Given this, if the

Setting-Sensitive Assessment trains mothers and adoles-

cents to base their reports on where they observe parental

knowledge behaviors, then this training should increase the

differences between mother and adolescent reports, relative

to the Control Assessment. Further, these greater differ-

ences in mother-adolescent reports during the Setting-

Sensitive Assessment should meaningfully reflect diver-

gence between mother and adolescent views of parental

knowledge as assessed on independent measures (i.e.,

increase validity of informant discrepancies in perceived

parental knowledge). Thus, relative to the Control

Assessment, we expected that differences between mother

and adolescent reports about parental knowledge com-

pleted after the Setting-Sensitive Assessment would be

consistent with differences observed between mother-ado-

lescent parental knowledge reports completed pre-training.

Method

Participants

Participants included 16 mother-adolescent dyads. In order

to participate in the current study, families had to: (a) speak

English, (b) understand the consenting and interview pro-

cess, (c) have an adolescent currently living in the home

who the parent did not report as having a history of

learning or developmental disabilities, and (d) have com-

pleted information on all constructs (in an original sample

of 17 dyads, 1 dyad did not complete data on constructs

used to test main hypotheses, leading to the final sample of

16). The sample included families with an adolescent aged

13–17 years (6 boys and 10 girls; M = 15.2 years;

SD = 1.2) who lived in a large metropolitan area in the

Mid-Atlantic United States. The parent identified family

ethnicity/race as African American or Black (50%), White,

Caucasian American, or European (37.5%), or Asian or

Asian American (25.1%). The composition of family eth-

nicity/race totals above 100% because there was overlap

among the ethnic/racial categories, resulting from

participants having the option of selecting more than one

ethnic/racial category.

Mothers were a mean age of 45.5 years (SD = 6.3,

range of 33–61 years) (one participant did not provide

proper age data). All mothers except one were the bio-

logical parents of the adolescent (the remaining mother was

the adolescent’s adoptive parent). One quarter (25%) of the

families had a weekly household income of $500 or less;

68.8% earned $901 or more per week. Regarding maternal

education history, all mothers had completed high school

and 87.6% had at least some degree-earning education

beyond high school (e.g., associate’s, bachelor’s, or mas-

ter’s degree). Maternal marital status varied, with 56.3%

married or cohabitating, 25% divorced, 12.5% widowed,

and 6.3% never married. Importantly, families exhibited

significant variation in demographic characteristics that

sometimes correlate with informant discrepancies (De Los

Reyes and Kazdin 2005). Yet, prior work suggests that

demographic characteristics and maternal relational status

(i.e., biological vs. adoptive parent) do not relate to infor-

mant discrepancies in reports of parental knowledge

behaviors (De Los Reyes et al. 2008, 2011c).

Measures

Parental Knowledge

We assessed perceptions of mothers’ knowledge of the

adolescent’s whereabouts and activities (e.g., ‘‘Does your

mother know what you do during your free time?’’) using a

widely used 9-item parental knowledge scale (Stattin and

Kerr 2000). Mothers and adolescents answered parallel

items, with minor word changes as needed to frame the

questions appropriately for the respondent. Mothers and

adolescents responded to all items with a response scale

ranging from 1 (no, never) to 5 (yes, always). These scales

have been studied extensively in relation to understanding

discrepancies between mother and adolescent reports of

adolescent and family behaviors (De Los Reyes et al. 2008,

2010).

In addition to Parental Knowledge, we collected informa-

tion on mother and adolescent reports of Child Disclosure (5

items assessing how often adolescents spontaneously dis-

closed information to their mothers as well as efforts to con-

ceal information) and Parental Solicitation (5 items assessing

mothers’ efforts to gather information about the adolescent’s

whereabouts and activities). Mothers and adolescents com-

pleted these two scales for the Control Assessment (four scales

total across both informants) and the Setting-Sensitive

Assessment (four scales total across both informants),

resulting in a total of 8 scale reports. However, we observed

low internal consistency estimates for 6 of the 8 scales (i.e., abelow .70 on 6 of 8 scales). Importantly, the only two internal

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consistency estimates that we observed above .70 were esti-

mates from reports completed after the Setting-Sensitive

Assessment (i.e., a for mother report of Child Disclo-

sure = .72; a for adolescent report of Parental Solicita-

tion = .88). Further, for no two parallel report scales (i.e.,

same domain completed by mother and adolescent) did we

observe acceptable levels of internal consistency. Impor-

tantly, internally consistent informants’ reports are necessary

for reliably assessing the differences between such reports

(see De Los Reyes et al. 2011c). We surmise that these low

internal consistency estimates were likely due to the few

opportunities (i.e., low number of mother-adolescent dyads)

to demonstrate variability in scores on the scales, relative to

the nine items comprising the parental knowledge scales

(Tabachnick and Fidell 2001). In any event, for these reasons

we do not report findings based on these scales.

Poor Parental Monitoring/Supervision

Mothers and adolescents provided independent reports of

the extent to which mothers were poor monitors or super-

visors of their adolescents using the 10-item Poor Moni-

toring/Supervision scale (e.g., ‘‘You go out without a set

time to be home’’) of the Alabama Parenting Questionnaire

(APQ; Shelton et al. 1996). The Poor Monitoring/Super-

vision scale was administered as part of the larger 42-item

APQ, which assesses additional domains including

involvement in the adolescent’s life, positive parenting,

corporeal punishment, and inconsistent discipline. Mothers

and adolescents reported on items using a five-point scale

from 1 (never) to 5 (always). In the present study, we

excluded one item from the measure (‘‘You hit your child

with a belt, switch, or other object when he/she has done

something wrong’’ for parent report; ‘‘Your parents hit you

with a belt, switch, or other object when you have done

something wrong’’ for adolescent report). In the current

sample, the internal consistency alphas on the Poor Mon-

itoring/Supervision scale were .86 for mothers and .89 for

adolescents. Extensive evidence attests to the reliability

and validity of the APQ (e.g., Essau et al. 2006; Frick et al.

1999).

Adolescent and Family Demographics

Demographic data were obtained through mother reports of

adolescent age and gender, family/ethnicity/race, maternal

age, maternal relationship to the adolescent, marital status,

education, and family income.

Parental Knowledge Training Protocols

All mother-adolescent dyads were administered two

parental knowledge training protocols. Specifically, using a

within-subjects design, all dyads were randomly assigned

(via random number generators created by the first author)

to the order in which they received two training protocols

focused on understanding settings that mothers and ado-

lescents perceived to be relevant to where they observe

parental knowledge behaviors (manuals are available from

the first author). Each of these protocols was administered

to all participants immediately preceding their completion

of Stattin and Kerr’s (2000) parental knowledge scale.

Descriptions of both of the assessment protocols, along

with graphical depictions of the difference between the

protocols and components held constant across protocols,

are presented in Table 1 and Fig. 1a, b.

Setting-Sensitive Assessment

All mother-adolescent dyads were administered a 30-min

training protocol developed to increase the interpretability

of parent-youth reporting discrepancies about parental

knowledge (De Los Reyes and Weersing 2009). Each

mother-adolescent dyad was administered the protocol in

the same room and by a single interviewer. The Setting-

Sensitive Assessment began with a structured discussion in

which the interviewer discussed with mother-adolescent

dyads the notion that different people often perceive the

same object or behavior differently. Specifically, by asking

dyads to estimate how many marbles are in a bowl directly

in front of them, the interviewer demonstrated concretely

to dyads that it is normal for two people to observe the

same thing differently (i.e., by highlighting the differences

between their independent responses to the marbles). The

protocol began in this way, in line with prior work sug-

gesting that discrepancies between informants’ perceptions

of the same behavior pose risk for increased poor adoles-

cent and family outcomes (De Los Reyes 2011). That is,

our concern was that openly discussing perceptions of the

same behaviors may promote aversive behaviors (e.g.,

conflict) between informants during the assessment, thus

hindering progress during training. Therefore, by discuss-

ing discrepant perceptions at the beginning of the protocol,

our intent was to normalize the process for mothers and

adolescents, and reduce the likelihood of negative reactions

in the event of widely discrepant views.

Following the introduction to the Setting-Sensitive

Assessment, the interviewer guided dyads toward identi-

fying settings in which they typically observe parental

knowledge behaviors, and settings in which they do not

typically observe such behaviors (for examples of settings

see Fig. 1b). The interviewer guided dyads to select from a

list of among 49 settings relevant to the expression of

parental knowledge behaviors. Construction of the list of

49 settings was informed by prior work on assessments of

adolescent disclosure and perceived parental reactions to

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Table 1 Protocol assessment and survey completion instructions for Setting-Sensitive Assessment and Control Assessment

Assessment

protocol

Setting selection Instructions for applying settings to

making parental knowledge survey reports

Making parental knowledge survey

reports

Setting-

Sensitive

Assessment

During protocol administration (see

Fig. 1a), each informant

independently selected four unique

settings perceived as ‘‘Great

Examples’’ and four settings perceived

as ‘‘Lousy Examples’’ of where the

behaviors described in parental

knowledge items ‘‘happen’’

During protocol administration (see

Fig. 1a), informants received training on

how to respond to parental knowledge

items using setting information.

Specifically, labels for each possible

response included a definition for

making the response, based on the

number of Great Example settings

applicable to the behaviors described in

the item:

1. ‘‘Not at all’’ = ‘‘‘0’ Great Example

Settings’’

2. ‘‘Just a little’’ = ‘‘‘1–4’ Great Example

Settings’’

3. ‘‘Some’’ = ‘‘‘5–8’ Great Example

Settings’’

4. ‘‘Very Much’’ = ‘‘‘9–12’ Great

Example Settings’’

5. ‘‘A lot’’ = ‘‘‘13–16’ Great Example

Settings’’

During survey administration (see

Fig. 1a), informants completed items

that included the settings they selected

during the Setting-Sensitive

Assessment (i.e., all 16 settings

selected by mother and adolescent

were displayed on the same page as

the parental knowledge item). For

each item, informants used the number

of settings they perceived as ‘‘Great

Examples’’ for where the behaviors

described in the item tended to occur

in order to make a response for that

item. To make their responses,

informants used the instructions

provided to them during the

administration of the assessment

protocol, thus holding constant

between informants the method by

which informants make item responses

Control

Assessment

During protocol administration (see

Fig. 1a), informants were exposed to

and made selections on the same

settings used in the Setting-Sensitive

Assessment

During protocol administration (see

Fig. 1a), informants were given no

instructions on how to apply setting

information to making responses on

parental knowledge items

During survey administration (see

Fig. 1a), informants completed items

in their standard format without

setting information included. The

method by which informants made

item responses was left free to vary

between informants

Setting-Sensitive Assessment

Protocol Administration

Parental Knowledge

Items

Parental Knowledge

Settings

Survey Administration

Parental Knowledge

Items

Parental Knowledge

Responses

Control Assessment

Protocol Administration

Parental Knowledge

Items

Parental Knowledge

Settings

Survey Administration

Parental Knowledge

Items

Parental Knowledge

Responses

Example Parental Knowledge ItemDo your parents know

what you spend your money on?

Example Parental Knowledge SettingWhat you do on weekends

Example Parental Knowledge Response Options

a. Almost Always b. Usually c. It Varies d. Seldom e. Never

A

B

Fig. 1 a is a graphical representation of key differences between the

Setting-Sensitive Assessment (left) and Control Assessment (right).b includes (from left to right) examples of items on the parental

knowledge measure, settings used to respond to parental knowledge

items, and the response options upon which informants applied setting

information to provide parental knowledge reports. All examples

were taken from the adolescent version of the protocol and survey

materials. In the original materials to which we exposed participants,

the term ‘‘situation’’ was used in place of ‘‘setting’’

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adolescent rule-breaking behaviors (e.g., going to a

friend’s house, going to parties, and who you/your child

can date; see Darling et al. 2006; Luthar and Goldstein

2008). The complete list of settings is available from the

first author.

For the current study, mothers and adolescents were

instructed to select from the 49-setting list those settings

considered Great Examples and those considered Lousy

Examples of where behaviors described in parental

knowledge items happen. Informants selected both Great

Examples and Lousy Examples, in line with cognitive

research indicating that one’s retrieval of memories of

source information of, for instance, settings relevant to

behaviors described in items assessing parental knowledge,

is most reliable when based on processes that result in

retrieval of memories both consistent and inconsistent with

source information of related settings (e.g., settings rele-

vant to behaviors indicative of parental monitoring gener-

ally; De Los Reyes and Kazdin 2005; Johnson et al. 1993).

To facilitate their setting selections, mothers and ado-

lescents were provided lists of the individual items on three

of the parental monitoring scales developed by Stattin and

Kerr (2000) and based on previous work (De Los Reyes

et al. 2008, 2010): nine items about what a parent knows

about his/her child’s whereabouts (Parental Knowledge),

five items about how he/she gains access to information

about his/her child’s whereabouts (Parental Solicitation),

and five items about what information a child willingly

discloses about his/her whereabouts (Child Disclosure).

We chose methods for setting selection based on prior

research indicating that the domains represented by the

scales used in this study (i.e., Parental Knowledge, Child

Disclosure, and Parental Solicitation) form core compo-

nents of the larger parental monitoring construct (Smetana

2008). Thus, participants provided setting information

based on their perceptions of setting relevance for the three

parental monitoring scales. For application across all items

in a given domain (e.g., Parental Knowledge), the inter-

viewer instructed mothers and adolescents to each select

four Great Example settings and four Lousy Example set-

tings. Thus, mothers and adolescents viewed items com-

prising the parental knowledge domain and selected

settings for use across reports of these items.

Mothers and adolescents were free to choose any set-

tings they wished were relevant to the items (i.e., inter-

viewers did not require mothers and adolescents to agree

that a given setting selected was a Great Example or Lousy

Example setting). The one exception is that the interviewer

instructed mothers and adolescents to select unique settings

(i.e., no repeat settings; 16 total settings) for use in

responses to items. Interviewers were trained to provide

these instructions because the instructions ensured that all

mothers and adolescents in the sample always had the same

number of settings (16) available on which to base their

parental knowledge reports. In this way, variation in scores

between dyads would not be confounded by between-dyad

differences in how many unique settings were used for

making parental knowledge reports. Nevertheless, inter-

viewers told mothers and adolescents that they were free to

choose from among all 16 pieces of setting information

when making their parental knowledge reports, regardless

of who provided the information (i.e., mother or adoles-

cent). In the current study, mothers and adolescents took

turns selecting settings (i.e., mother selected a setting,

followed by adolescent or vice versa). We counterbalanced

each family to the order in which mothers and adolescents

chose settings during the protocol.

Lastly, the interviewer trained mothers and adolescents

to use setting information systematically when providing

reports. As depicted in Table 1, the interviewer provided

mothers and adolescents with concrete instructions for

providing reports on each item of the scale (for an example

of response options, see also Fig. 1b). These instructions

were based on the number of settings that mother and

adolescent endorsed as Great Examples of where the

behaviors described in parental knowledge questions hap-

pen. The interviewer trained mothers and adolescents by

going through each of the steps on how to apply setting

information when providing their responses, using an

example statement that was not on the parental knowledge

measure that they completed (i.e., we eat meals or snacks

at home). At the end of the protocol, the interviewer

questioned mothers and adolescents about how to use set-

ting information to answer scale items. Through these

questions, we sought to ensure that participants attended to

the instructions and understood the protocol.

After being administered the Setting-Sensitive Assess-

ment, mothers and adolescents separately completed items

with modified response options, an example of which is

presented in Table 1. Also embedded into these items were

the Great Example and Lousy Example settings that the

mother and adolescent selected during the Setting-Sensi-

tive Assessment. Mothers and adolescents responded to

each item based on the settings they identified as Great

Example settings for that particular item. Thus, consistent

with administration of the Setting-Sensitive Assessment,

mothers and adolescents responded to items using scale

labels within which we assigned concrete definitions for

providing responses, based on their Great Example

endorsements for the item.

Control Assessment

In the Control Assessment, all mother-adolescent dyads

were administered a structured interview in which a trained

interviewer discussed the idea that parental knowledge

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behaviors often occur in specific settings. With this pro-

tocol, mothers and adolescents used the same materials that

were given to mothers and adolescents during the Setting-

Sensitive Assessment: (a) list of 49 settings and (b) list of

items in the parental knowledge measures. Mothers and

adolescents were asked which settings were relevant or

irrelevant to their experiences with parental knowledge.

Further, we developed the Control Assessment to compare

against the Setting-Sensitive Assessment. Along these

lines, below we report manipulation check tests that

examined whether dyads only used setting information

when completing reports after the Setting-Sensitive

Assessment. As mentioned previously, in the Setting-Sen-

sitive Assessment each mother-adolescent dyad produced a

fixed set of 16 settings. In order to perform a manipulation

check on the Control Assessment and mother-adolescent

usage of setting information when completing post-proto-

col reports, we left free to vary the number of Great

Example and Lousy Example settings that mothers and

adolescents could select during the Control Assessment.

Differences Between the Assessment Protocols

To be clear, in both assessment protocols, we exposed all

mothers and adolescents to the exact same parental

knowledge items and settings, as graphically depicted in

Fig. 1a. However, only when mothers and adolescents

were administered the Setting-Sensitive Assessment were

they trained on how to use this information to provide

reports. These differences between the protocols are

graphically depicted in Fig. 1a using a solid arrow con-

necting the Parental Knowledge Settings and Parental

Knowledge Responses boxes for the Setting-Sensitive

Assessment graphic but not the Control Assessment. In the

current study, these instructions, provided only in the

Setting-Sensitive Assessment, were what we surmised

would be the active ingredient in changing mother and

adolescent reports. That is, in the absence of training, we

expected that mothers and adolescents would provide

reports after the Control Assessment similar to what would

be expected under routine assessment conditions. Like the

Setting-Sensitive Assessment, mothers and adolescents

completed reports after the Control Assessment. However,

reports were completed in their standard format without

setting information included (see Fig. 1a).

Procedure

All procedures were approved by the Internal Review

Board of the large Mid-Atlantic university in which the

study was conducted. Participants were recruited through

community agencies and events and via advertisements

posted online (e.g., Craigslist) in qualifying neighborhoods

(i.e., neighborhoods targeted because of demographic and

income variability).

Research assistants completed extensive training before

being approved to assess families, including training on

research protocols and general assessment techniques.

Research assistant training consisted of didactic sessions

with the first author and practice sessions with other

research assistants. Further, to ensure the integrity of

assessment administrations, research assistants practiced

administering the two assessment protocols to each other

multiple times (i.e., approximately 4-6 practice adminis-

trations) and videotaped these practices. At weekly super-

vision meetings, the first author met with trained assessors

to review their practices and determine their readiness to

administer the protocols. Additionally, periodically we

implemented reviews of videotaped participant assess-

ments to ensure that research assistants continued to

administer the interview as trained.

After the mothers provided written consent and the

adolescents provided assent, we administered their assess-

ments via individual computer-based questionnaires. Spe-

cifically, for all assessments participants provided

computer-based responses to items that were recorded

using IBM SPSS Data Collection survey administration

software (Version 5.6; IBM Corporation 2009). Further, all

assessments were video and audio recorded using Noldus

Observer XT software (Jansen et al. 2003).

The Poor Monitoring/Supervision scale of the APQ and

demographic surveys were administered immediately after

mothers and adolescents provided consent/assent, as part of

a pre-protocol assessment battery. Participants were then

administered (in a block-randomized within-subjects con-

trolled design) the two assessment protocols. Immediately

after each protocol, participants were taken to a room

where they independently completed assessments as

described previously. For reports completed after the Set-

ting-Sensitive Assessment, trained research assistants

observed the interview from a centralized control room,

identified mothers’ and adolescents’ setting selections, and

prepared their measures while the interviewer explained

the measure instructions to participants. To facilitate

research assistants’ reliably recording settings endorsed

during the Setting-Sensitive Assessment, the interviewer

instructed participants to identify settings by number (i.e.,

1–49). Further, the interviewer placed numbered magnets

representing settings endorsed by participants on a large

magnetic dry erase board. This board was clearly visible to

research assistants from video monitors located in the

control room. Following the protocols and measures, par-

ticipants were debriefed as to the overall goals of the study

and monetarily compensated for their time. Families

received a total of $80 in monetary compensation (mothers

and adolescents each received $40). At the outset, families

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received $50 in monetary compensation (mother = $25

and adolescent = $25; n = 3 families) for an advertised

90-min study. We subsequently revised the study duration

to 2–3 h, and thus increased monetary compensation to

$80.

Data-Analytic Plan

Tests of our hypotheses focused specifically on mother and

adolescent reports of parental knowledge. We conducted

preliminary analyses to detect deviations from normality

and subsequently excluded outlier cases. We then calcu-

lated internal consistency (i.e., coefficient alpha) estimates

for mother and adolescent parental knowledge reports for

the Setting-Sensitive Assessment and Control Assessment

conditions. Further, it was important to conduct a manip-

ulation check of our protocol conditions. Specifically,

mothers and adolescents all chose 16 settings during the

Setting-Sensitive Assessment protocol. However, we

expected individual differences in how many Great

Example situations were used by mothers and adolescents

when making responses for each parental knowledge item.

Therefore, we were interested in knowing whether infor-

mants used Great Example endorsements during the Set-

ting-Sensitive Assessment to make their parental

knowledge reports. Thus, we calculated correlations

between informants’ Great Example endorsements and

their parental knowledge reports. Here, we expected that

informants’ Great Example endorsements would relate to

parental knowledge reports completed after the Setting-

Sensitive Assessment but not the Control Assessment.

The study’s aims and hypotheses involved examining

multiple informants’ (mother, adolescent) parallel reports

completed about the same construct (parental knowledge)

multiple times (after receiving two different assessment

protocols). Our repeated measures data were correlated,

which precluded our use of general linear model (GLM)

approaches to data analysis. Thus, in addition to pre-

liminary analyses in the form of paired t-tests (these

analyses do not account for correlated data structures), we

tested our hypotheses using generalized estimating equa-

tions (GEE): an extension of the GLM that assumes cor-

related observations of dependent and/or independent

variables (Hanley et al. 2003). Using GEE, we statistically

modeled the four parental knowledge measures (i.e., two

measures completed per informant, per assessment condi-

tion) per dyadic case as a nested (within families) repeated-

measures (within dyadic subjects) dependent variable,

varying as a function of three factors: (a) Condition (coded

Setting-Sensitive Assessment [1] and Control Assessment

[2]), (b) Informant (coded mother [1] and adolescent [2]),

and (c) Condition 9 Informant interaction. We tested main

and interaction effects. Further, we conducted planned

comparisons testing differences between mother and ado-

lescent reports within each assessment condition. Lastly, as

a test corroborating reporting discrepancies observed on

parental knowledge reports completed after the Setting-

Sensitive Assessment, we conducted paired t-test compar-

isons of mother and adolescent pre-protocol reports of poor

monitoring/supervision as assessed on the APQ.

Results

Preliminary Analyses

Frequency distributions for all variables were examined

before conducting primary analyses, to detect deviations

from normality. For tests of the main hypotheses and

manipulation checks for the Setting-Sensitive Assessment,

we detected no deviations from normality (i.e., skewness

on all variables \ ± 1.0). However, we identified one dyad

whose Control Assessment responses revealed extreme

data in which the adolescent provided a Great Example

report that was over three standard deviations from the

sample mean of adolescent reports completed after the

Control Assessment. After excluding this dyad from anal-

yses of the Control Assessment data we detected no devi-

ations from normality on Great Example report scores

taken from the Control Assessment (i.e., skewness & 1.0).

Thus, all manipulation check analyses for the Setting-

Sensitive Assessment were based on data from 16 mothers

and adolescents. Manipulation check analyses for the

Control Assessment were based on data from 15 mothers

and adolescents. Because all tests of our main hypotheses

were based on summary scores of the parental knowledge

scale and preliminary analyses of this scale for both pro-

tocol conditions did not reveal deviations from normality,

hypotheses tests were based on 16 dyads.

Internal Consistency of Reports Completed After

the Two Assessment Protocols

We conducted tests of the internal consistency of mother

and adolescent parental knowledge reports completed after

the two assessment protocols. After completing the Setting-

Sensitive Assessment, both mothers (a = .74) and adoles-

cents (a = .80) provided internally consistent reports. Both

mothers (a = .97) and adolescents (a = .91) also provided

internally consistent parental knowledge reports after

completing the Control Assessment.

For the Setting-Sensitive Assessment, it was also

important to test the internal consistency of the number of

Great Example settings mothers and adolescents identified

for the nine parental knowledge items. This is because we

developed the Setting-Sensitive Assessment with the idea

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that informants would use these settings to provide parental

knowledge reports. Thus, mothers and adolescents should

have also been able to consistently apply this setting

information to individual items. This was indeed the case,

as tests of the internal consistency of Great Example

reports indicated for both mother (a = .79) and adolescent

(a = .90) reports.

Manipulation Check on Use of Setting Information

to Provide Reports

As a manipulation check, we were interested in whether

mothers and adolescents based parental knowledge reports

completed after the Setting-Sensitive Assessment on set-

tings they identified as Great Examples during the Setting-

Sensitive Assessment. To test this, we calculated correla-

tions between the mean number of Great Example settings

that mothers (M = 6.34; SD = 2.60) and adolescents

(M = 4.64; SD = 1.93) identified for parental knowledge

items completed after the Setting-Sensitive Assessment,

and the total scores of parental knowledge reports that

mothers and adolescents completed after the Setting-Sen-

sitive Assessment. For both mothers and adolescents, the

mean number of Great Example settings endorsed in

response to parental knowledge items was significantly

related to their own total parental knowledge scores,

rs = .72 and .95, respectively, both ps \ .01. We also

calculated correlations between the number of Great

Example settings endorsed by mothers (M = 10.9;

SD = 6.5) and adolescents (M = 6.6; SD = 3.5) during

the Control Assessment and their parental knowledge total

scores completed immediately after the protocol. Impor-

tantly, we identified non-significant relations between

Great Example setting reports and total parental knowledge

scores for both mothers and adolescents, rs = .02 and .01,

respectively, both ps [ .90. Therefore, mothers and ado-

lescents used setting information to provide parental

knowledge reports after being administered the Setting-

Sensitive Assessment and did not use this information after

the Control Assessment.

Comparing Reports Completed After the Two

Assessment Conditions

Means and standard deviations of mother and adolescent

parental knowledge reports completed after the two train-

ing protocols are reported in Table 2. We conducted a

preliminary test of our hypotheses by calculating paired

t-tests comparing parental knowledge reports completed

after the Setting-Sensitive Assessment and the same tests

for reports completed after the Control Assessment. As

seen in Table 2, these tests revealed that for reports com-

pleted after the Setting-Sensitive Assessment, mothers

reported significantly greater levels of parental knowledge

relative to adolescents. However, for reports completed

after the Control Assessment, we observed non-significant

differences between mother and adolescent reports. Thus,

these preliminary tests supported the hypothesis that rela-

tive to no training, training mothers and adolescents to use

setting information to provide parental knowledge reports

results in greater discrepancies between mother and ado-

lescent reports.

Results of GEE models testing our main hypotheses are

presented in Table 3. We observed non-significant main

effects of Condition and Informant and a significant Con-

dition 9 Informant interaction. Consistent with our

hypotheses, follow-up planned contrasts revealed signifi-

cant differences between mother and adolescent parental

knowledge reports completed after receiving the Setting-

Sensitive Assessment and non-significant differences

between mother and adolescent reports completed after

receiving the Control Assessment. Thus, the findings sug-

gest that, relative to the Control Assessment, the Setting-

Sensitive Assessment increased the differences between

informants’ reports.

Relating Post-Protocol Parental Knowledge Reports

to Pre-Protocol Poor Monitoring/Supervision Reports

We demonstrated that training informants to use setting

information to provide parental knowledge reports, relative

to no training, resulted in increased differences between

informants’ reports. However, it was important for us to

further demonstrate that these changes yield meaningful

information. One way to highlight this increase in mean-

ingful information is to show that the direction of the dif-

ferences between mother and adolescent reports after the

Table 2 Means (M) and Standard Deviations (SD) for measures

(n = 16)

Measure Setting-Sensitive

Assessment

Control

Assessment

M SD M SD

Parental knowledge

Mother report 29.25a 5.38 26.43 12.35

Adolescent report 25.56 3.81 26.81 8.82

Parental knowledge scores are positively scaled (i.e., higher scores

reflect higher perceived parental knowledge)a A paired t test revealed that for reports completed immediately

after the Setting-Sensitive Assessment, mothers reported significantly

higher values of parental knowledge (i.e., positive perceptions of

parental knowledge) relative to adolescent reports, t (15) = 2.26,

p \ .05, d = .79. However, a paired t test revealed that for reports

completed immediately after the Control Assessment, mothers’

reports did not significantly differ from adolescents’ reports,

t (15) = -.28, p [ .75, d = -.03

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Setting-Sensitive Assessment matched the direction of the

differences between mother and adolescent reports when

provided on independent poor parental monitoring/super-

vision measures. Thus, we calculated paired t-test com-

parisons of the means of mother (M = 18.50; SD = 5.24)

and adolescent (M = 23.12; SD = 7.59) reports on the

APQ Poor Monitoring/Supervision total scores, which as

mentioned previously was completed before administration

of the two assessment protocols. We chose to conduct

paired t-test comparisons, given that the correlated nature

of mother and adolescent reports in the sample (i.e., mother

and adolescent provided reports in relation to themselves

both before and after administration of the assessment

protocols) precluded our use of independent samples t-test

comparisons (see also De Los Reyes et al. 2011c). Con-

sistent with the mother-adolescent differences in parental

knowledge reports taken after the Setting-Sensitive

Assessment, adolescents reported significantly higher val-

ues of poor monitoring/supervision, relative to mother

reports, t (15) = -3.35, p \ .01, d = -.71.

Discussion

Main Findings

This study extended the literature on informant discrep-

ancies in reports of child and family behavior. In an eth-

nically diverse sample of mothers and adolescents, there

were three main findings. First, we successfully trained

mothers and adolescents to incorporate relevant setting

information into their reports about parental knowledge.

Second, such training resulted in increased differences

between mother and adolescent parental knowledge

reports. Third, of particular interest is that these differences

in reports were corroborated by the differences observed

between mother and adolescent reports on disparate

measures of poor parental monitoring/supervision behav-

iors completed before training began. Therefore, these

findings provide the first experimental support for the

notion that informants can meaningfully and consistently

use setting information to report about child and family

behaviors.

One interesting observation we made warrants further

commentary. Specifically, we observed non-significant mean

differences between mother and adolescent reports of parental

knowledge completed after receiving the Control Assessment

(see Tables 2 and 3). Given the consistent finding of overall

discrepancies between informants’ reports (Achenbach et al.

1987; De Los Reyes 2011), why did we observe this lack of

differences between mother and adolescent reports? Inter-

estingly, recent work may shed light on these observations.

Specifically, in the absence of training, a recent study of a

sample demographically similar to our own and using the

same parental knowledge measures found that two small

subsets of mother-youth dyads evidenced consistent, direc-

tional disagreements between reports (i.e., mother reporting

greater parental knowledge behaviors relative to youth and

vice versa) (De Los Reyes et al. 2010). Yet, a large segment of

mother-youth dyads’ reports of parental knowledge (approx-

imately 64% of sample) did not yield consistent, directional

disagreements between reports. That is, sometimes for these

dyads, mothers might report greater levels of parental

knowledge than youths on one measure, youths greater than

mothers on another, and no differences may be apparent on

another measure. Given our sample size, it may be that most (if

not all) of our participants came from this subset of mother-

adolescent dyads that, without training, did not evidence

robust, directional disagreements between their reports. If

true, then it would lend further credence to the potency of our

Setting-Sensitive Assessment approach that a program can

make these informants use setting information in a way that

results in meaningfully discrepant parental knowledge

reports. Clearly, these issues merit further study.

Table 3 Generalized estimating equations predicting post-protocol parental knowledge scores as a function of informant (mother, adolescent),

protocol condition (Setting-Sensitive Assessment, Control Assessment), and informant 9 condition interaction (n = 16)

Factor Mean differences B (SE) 95% CI p

Main and interaction effects

Condition -1.25 (2.33) .59

Informant -.37 (1.30) .77

Condition 9 informant 4.06 (1.99) .04

Planned comparisons

Mother versus adolescent report, Setting-Sensitive Assessment 3.68 [.59, 6.77] .02

Mother versus adolescent report, Control Assessment -.37 [-2.93, 2.18] .77

B = Unstandardized beta; 95% CI = 95% Wald confidence interval. Factor contrasts based on comparisons in ascending order, with the

Condition factor coded Setting-Sensitive Assessment (1) and Control Assessment (2) and the Informant factor coded mother (1) and adolescent

(2). For statistical tests of planned comparisons, p values and 95% CIs reported reflect significance tests for the reported differences between

means reported in Table 2

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A key strength of the present study is that we observed

measurable effects of our Setting-Sensitive Assessment

using a within-subjects randomized experimental design.

That is, all informants received the two training protocols

tested in the study. Presumably, this is quite a conservative

test of our hypotheses because informants essentially

completed parental knowledge reports twice and in the

same assessment session (i.e., with no significant time

lapse between parental knowledge measurement occa-

sions). If it were the case that the two assessment protocols

yielded the same information about informants’ percep-

tions of parental knowledge, then it logically follows that

reports completed after one protocol would essentially be

redundant with the other. This was not the case. Indeed, we

observed quite distinct patterns of differences between

mother and adolescent reports between the two training

protocols. Notably, only the findings from reports taken

after the Setting-Sensitive Assessment converged with

findings taken from poor parental monitoring/supervision

reports completed before training. Most crucially, we per-

formed manipulation checks to test the extent to which

mothers and adolescents used setting information during

the Setting-Sensitive Assessment and not the Control

Assessment, which included observations of significant

correlations between setting reports and parental knowl-

edge reports for reports made after the Setting-Sensitive

Assessment and not the Control Assessment. Therefore, the

manner in which we tested the training protocols raises

confidence in the veracity of our findings.

Limitations and Directions for Future Research

There were limitations to this study. First, we reported find-

ings specific only to reports of parental knowledge, in part,

because we observed low internal consistency estimates for

reports on other parental monitoring domains (i.e., child dis-

closure, parental solicitation). This raises questions as to

whether it is possible to train informants to provide reports on

parental monitoring domains other than parental knowledge.

At the same time, we reported previously that the only times in

which we observed internal consistencies higher than an alpha

of .70 were when we calculated alpha for reports completed

after the Setting-Sensitive Assessment. Further, the Child

Disclosure and Parental Solicitation domains were assessed

on five-item scales, almost half the size of the nine-item scales

used to assess parental knowledge. It is possible that the

reduced scale length, coupled with low sample size, reduced

the opportunity for mothers and adolescents to provide con-

sistent reports. We encourage future research to replicate our

findings using larger samples and across parental monitoring

domains. Relatedly, participants provided setting information

based on their perceptions of three scales (i.e., Parental

Knowledge, Child Disclosure, and Parental Solicitation), but

we tested participant reports about parental knowledge only.

We used methods for setting selection based on prior research

indicating that the domains represented by these scales form

core components of the parental monitoring construct (Sme-

tana 2008). Future research should examine whether mothers

and adolescents make setting selections that are differentially

related to their perceptions of the individual parental moni-

toring scales.

Second, the version of the Setting-Sensitive Assessment

we tested included settings developed for application to

adolescent and family assessments and based on previous

research in the adolescent development literature (Darling

et al. 2006; Luthar and Goldstein 2008). It remains unclear

whether training effects through this particular assessment

protocol and thus our findings would generalize to

assessments with younger children. This is an important

issue as the research pointing to mother–child discrepan-

cies in perceived parental knowledge behaviors longitudi-

nally predicting poor child delinquency outcomes was

based on a sample with a large proportion of pre-adolescent

children (De Los Reyes et al. 2010). We recommend future

research on identifying and examining settings relevant to

providing reports on parental knowledge behaviors for use

with younger children.

Third, our sample size limited our ability to detect

interaction effects. This has important implications for

interpreting our results in light of the multitude of infor-

mant characteristics that often correlate with informant

discrepancies (De Los Reyes and Kazdin 2005). We were

encouraged to observe large-magnitude effects of the Set-

ting-Sensitive Assessment relative to the Control Assess-

ment (Table 3). At the same time, it is important that future

research seek to identify the moderating effects of this and

similar setting-sensitive assessment protocols, along with

the mechanisms by which they exact effects on informants’

behavioral reports.

Fourth, the assessment administered for the present

study was of approximately 2–3 h total duration. This

raises questions as to whether the Setting-Assessment

Assessment can be feasibly administered in its present

form in research and clinic settings. Granted, participants

were administered both the Setting-Sensitive Assessment

and a control condition, and this partially accounted for the

length of assessment administrations. At the same time,

clinical child and family assessments typically assess

multiple behavioral domains and focusing this amount of

time on a single set of behaviors (e.g., parental knowledge)

may not ultimately be feasible.

In line with these issues, it is important to keep in mind

that a key aim of the present study was to provide exper-

imental support for the idea that informants can consis-

tently use setting information when providing behavioral

reports. Whether the techniques we applied to test this

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basic question generalize to applied assessment settings

awaits further study. Indeed, perhaps the techniques

learned by informants during the Setting-Sensitive

Assessment require practice on a single set of behaviors

(e.g., parental knowledge), and the protocol, if imple-

mented, would be of some benefit to informants’ reports

across other domains assessed in a battery. That is, it is an

empirical question whether, after training, the techniques

generalize such that informants consistently use setting

information to provide reports about domains other than

the focus of the Setting-Sensitive Assessment. We wel-

come future research on these issues.

Research and Theoretical Implications

Training Informants to Provide Reports Increases

Informant Discrepancies

Our findings have important research and theoretical

implications for future work on the use of multi-informant

assessments in child and family research and practice.

First, our findings demonstrate an important proof of con-

cept, in that they provide experimental support for the idea

that one can train informants to make behavioral reports

that are sensitive to the settings in which informants

observe the behaviors being assessed. Indeed, our Setting-

Sensitive Assessment equated informants on the decision

rules they used to make behavioral reports, and these rules

were based on meaningful variations in the settings in

which behaviors are expressed. Thus, these rules produced

an unambiguous interpretation of the discrepancies

between informants’ reports, and in fact served to increase

the differences between informants’ reports on the same

scale. This increase in differences between reports is con-

sistent with the idea that setting-based differences in

informants’ behavioral observations partially account for

informant discrepancies in behavioral reports (Achenbach

et al. 1987; De Los Reyes 2011; Kraemer et al. 2003).

Training Informants to Provide Reports May Improve

Interpretations of the Outcomes of Intervention Studies

Second, our findings suggest that if informants can be trained

to use setting information when making behavioral reports,

then this training can be used to further elucidate the cir-

cumstances in which interventions developed to target the

behaviors being assessed exert their intended effects. That is,

researchers can use setting-sensitive assessments to under-

stand the settings in which interventions work.

Indeed, as mentioned previously, researchers rely on

multiple informants’ reports to assess outcomes in controlled

trials and their reports commonly disagree. We reviewed

recent work indicating that informant discrepancies reveal

important patterns of information on the settings in which

assessed behaviors are expressed (e.g., home vs. school set-

tings). Future work should examine whether the Setting-

Sensitive Assessment can be used in intervention outcome

assessments to incorporate setting information in real time. In

this way, when informant discrepancies arise in outcome

assessments, investigators can understand the setting-based

differences for why these discrepancies arose. Subsequent to

understanding discrepant reports, interventions can be modi-

fied to specifically target those settings in which informants

observed changes in the behaviors targeted for intervention

(see De Los Reyes and Kazdin 2008).

For instance, consider a controlled trial of a preventive

intervention targeting changes in parental knowledge to pre-

vent adolescent risk behaviors, in which outcomes supporting

the effectiveness of the intervention were primarily found in

mother reports and not adolescent reports. In the absence of

setting information about informants’ parental knowledge

reports, it would be unclear why these discrepancies in out-

comes arose. However, setting information linked to the

parental knowledge assessments could yield valuable insight

as to why the controlled trial yielded discrepant outcomes. For

example, the discrepant outcomes might have arisen because

mothers perceived the intervention as effectively changing

their knowledge of their adolescent’s whereabouts with

neighborhood children on the weekend. In contrast, the lack of

effects observed based on adolescent reports may have

occurred because adolescents did not observe any change in

their mother’s knowledge of what they do with friends on

weekdays after school. Therefore, training informants to use

setting information when making behavioral reports may

serve to clarify research findings in controlled trials and

developmental psychopathology research. We encourage

researchers to conduct further tests of this training approach.

Acknowledgments This work was supported, in part, by an internal

grant from the University of Maryland (General Research Board

Summer Award Program) awarded to Andres De Los Reyes and an

NRSA Predoctoral Award (F31 DA027365) awarded to Katherine B.

Ehrlich. Portions of this paper’s findings were presented at the

Council on Undergraduate Research’s Posters on the Hill Event (April

2011; Washington, DC) and the biennial meeting of the Society for

Research on Adolescence (March 2012; Vancouver, BC). We are

grateful to Ho-Man Yeung for his assistance with data collection and

administration of training protocols for this study.

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