INDIVIDUAL DIFFERENCES IN THE NONVERBAL
COMMUNICATION OF AFFECT: THE
DIAGNOSTIC ANALYSIS OF NONVERBAL
ACCURACY SCALE
Stephen Nowicki Jr and Marshall P. Duke
ABSTRACT: The Diagnostic Analysis of Nonverbal Accuracy (DANVA) was de-
signed to measure individual differences in the accurate sending and receiving of
nonverbal social information. The DANVA consists of four receptive and three expressive subtests that measure nonverbal processing accuracy in children from 6 to
10 years of age. Four propositions were offered to guide the gathering of construct
validity data for the DANVA. In support of the propositions, researchersfound that
DANVA accuracy scoresincreased with age, were internally consistent and reliable
over time, and showed significant relationships with indices of personal and social
adjustment and academic achievement but were not related to IQ. Evidence for
construct validity was stronger for receptive, as compared to expressive, subtests.
Future research should include additional populations of subjects and study of the
impact of intensity of emotion being sent or received.
The study of nonverbal behavior has a long history, but the beginning
of modern scientific interest is often traced to Darwin (1872/1965), who
focused on the possible modifying impact of body and facial expressive
movements on verbal language. The past 30 years have seen a geometric
increase in studies of nonverbal behavior, with more than two-thirds of the
total references regarding nonverbal behavior having been published after
1970 (Ellyson & Dovidio, 1985). Only a limited number of these studies
have been concerned with the development of standardized instruments to
measure individual differences in the ability to correctly recognize and
send information about affect through nonverbal means. Fewer still have
focused on the measurement of nonverbal social communication in children.
Address.correspondence to Stephen Nowicki Jr., Department of Psychology, Emory University, Atlanta, GA 30322.
Journal of Nonverbal Behavior 18(I), Spring 1994
9 1994 Human Sciences Press, Inc.
9
10
JOURNAL OF NONVERBALBEHAVIOR
The focus of the present paper is a research instrument designed to
assess individual differences in children's ability to accurately send and
receive emotional information through nonverbal means: the Diagnostic
Analysis of Nonverbal Accuracy (DANVA). Individual differences in processing nonverbal information may be related to indicators of personal and
social adjustment because skill in nonverbal communication is assumed to
be a necessary ability for effective social interaction.
Perhaps the most ambitious prior attempt to construct a comprehensive assessment instrument of nonverbal receptive abilities and the most
frequently used is the Profile of Nonverbal Sensitivity (PONS) developed by
Rosenthal and his colleagues (Rosenthal, J. Hall, DiMatteo, Rogers, & Archer, 1979). The original full PONS consists of a film with 220 two-second
audio and/or visual segments that represent an emotional response. In each
segment, a young adult woman portrays one of 20 different situations that
are categorized into four different groupings created by crossing two affectire dimensions: positivity-negativity and dominance-submission. These
categories are represented in three different video channels (full figure,
neck to knee, and face) and two audio channels (content filtered and random spliced). The visual and auditory presentations can be given alone or
in combination with one another to form 11 channel categories. Each
2-second segment is followed by a 5-second interval during which time the
subject selects from a standard answer sheet one of two items that better
describes the scene. For example, in one scene (#22) from the children's
form the choice for the subject is (A) Judy is mad at her friend for being
late, or (B) Judy is saying, "Thank you."
There have been a variety of forms derived from the original full
PONS including separate Face, Body, Tone, and Discrepancies measures
(as cited in Blanck, Rosenthal, Snodgrass, DePaulo, & Zuckerman, 1981),
the Test of Micromomentary Movement Effects (McLeod & Rosenthal,
1983), and, most pertinent to the present paper, the children's PONS
(Rosenthal, J. Hall, Archer, DiMatteo, & Rogers, 1977). While the visual
and auditory stimuli are the same, the major difference between the Children's PONS and the original full PONS is construction of response items
that are more applicable and readable for younger age subjects.
The PONS was originally constructed for use with older children and
adults and it has most frequently been used with older subject populations
(Rosenthal et al., 1979). Research using the full PONS or its derivations
with younger children has been less frequent (e. g., C. Hall & Richmond,
1985; Jackson, Enright, & Murdock, 1987; Stone & la Greca, 1984). One
difficulty in using the PONS with children is that it requires subjects not
11
STEPHEN NOWICKI JR., MARSHALL P. DUKE
only to decode the valence of the affect being presented, but then to match
that judgment, via a forced choice framework, to the correct social situation. Thus the PONS potentially confounds sensitivity to nonverbal social
cues and knowledge of adult social situations (O'Sullivan, 1982). Subjects
could conceivably be able to accurately identify nonverbal emotional cues
and still score low on the PONS.
Another difficulty using the PONS with children is that the audio portion uses content-filtering or random-splicing procedures which Axelrod
(1982) suggests "resu}t in sound patterns not normally found in life situations" (p. 611). Finally, while a taxonomy of positive, negative, dominant,
and submissive quadrants may have theoretical benefits, it does not help
researchers who may be more interested in determining subjects' ability to
decode particular basic emotions such as happiness, sadness, anger, and
fear.
Other attempts to measure individual differences in the ability of children to process nonverbal affect information also seem to fall short in one
way or another. The Social Skills Inventory (Riggio, 1986), like the PONS,
is designed primarily for use with adults. Further, it is not actually a measure of nonverbal processing ability, but a self-report instrument of "perceived" nonverbal performance. While the Social Interpretations Test (SIT,
Akert & Archer, 1977) uses videotaped interpersonal situations as test stimuli, it is also appropriate primarily for adults, focuses only on receptive
skills, and does not allow for the measurement of the separate basic emotions (Maheady & Sainato, 1986). Videotape sequences are used to measure expressive communication skills in the Communication and Reception
of Affect Test (CARAT, Buck, 1980) and there are forms for children
(CARAT-C) as well as adults. But the CARAT does not yield scores for
separate channels of nonverbal communication or provide age norms.
Other promising tests have appeared, but seem also to have fallen short of
obtaining the necessary construct validity data to support their continued
use (e.g., The Test of Emotional Styles (TES), Allen & Hamsher, 1974; Understanding Our Feelings, Elmore, 1985; The Feldstein Affect Judgment
Test, Wolitzky, 1973).
Based on this brief review of existing measures, there appears to be a
need for an instrument that measures, especially in children, individual
differences in the ability to receive and to send affective information
through nonverbal means. The present paper describes one possible instrument, the DANVA. The DANVA measures individual differences in four
types of nonverbal receiving ability (facial expressions, postures, gestures,
and tones of voice) and three types of nonverbal sending accuracy (facial
12
JOURNAL OF NONVERBAL BEHAVIOR
expressions, gestures, and tones of voice). The aim in developing the
DANVA was to help in identifying children who may be having difficulties
in processing nonverbal information about affect. Nowicki and Duke
(1992a) have termed such a nonverbal social processing deficit dyssemia,
meaning a difficulty (dys) in using nonverbal signs or signals (semes).
DANVA subtests sample emotions, such as happiness, sadness, anger,
and fear, that appear to be necessary for children's everyday interpersonal
functioning. Rather than being chosen on the basis of any particular theory
of emotional development or on "anatomically objective" criteria such as
position of facial features or specific facial muscle tensions (e.g., Ekman &
Friesen, 1975; Izard, 1971), DANVA test items were selected primarily on
empirical-normative grounds. That is, if a designated number of members
of a norm group judged a nonverbal behavior as communicating a particular type of affect it was included in preliminary forms of the test (Cook,
cited in Rosenthal et al., 1979). The basic assumption was that the more
frequently children receive or send nonverbal emotional information differently from most of their peers, the more likely it is that they will be at an
interpersonal disadvantage. While the implications of this assumption are
most obviously seen in the children who read or send nonverbal information more poorly than their peers, it is also true that subjects who are much
better than their peers at processing such information may also suffer rejection (e.g., they "read too much" into a situation). This latter point has
already been made by Rosenthal and his colleagues, who argued that social relationships were troubled when people were especially skillful at
decoding nonverbal messages that they were not intended to receive
(Rosenthal & DePaulo, 1979; Snodgrass & Rosenthal, 1985). More will be
said about the criteria established to select items for the DANVA in the
measures section.
The objectives of the present paper are (a) to describe the development of the receptive and expressive subtests that make up the DANVA
and to provide their psychometric characteristics; and (b) to present and to
evaluate construct validity evidence available for the DANVA subtests. The
following propositions guided the gathering of construct validity information.
Proposition I: DANVA accuracy scores will increase with age. Because children's perceptual and informational processing skills improve
with age it was expected they would become more accurate senders and
receivers of nonverbal information the older they become (Zuckerman,
Blanck, DePaulo, & Rosenthal, 1980).
Proposition 2: DANVA subtests will show acceptable estimates of in-
13
STEPHEN NOWICKI JR., MARSHALL P. DUKE
ternal consistency (coefficient alpha of at least .70) and test-retest reliability
(at least r = .70 for four weeks). Because items are not arranged according
to difficulty, it was expected that estimates of internal consistency would
be underestimates of the true internal consistency (Rotter, 1990). It was
expected that estimates of reliability will increase with the age of children
tested.
Proposition 3: Individual differences in DANVA accuracy scores will
be related to indices of personal and social adjustment. Because the sending and receiving of ~ffective information through nonverbal means is assumed to be necessary for effective interpersonal interactions, children
who are less accurate than their peers would be expected to experience
personal and interpersonal difficulties. This proposition was evaluated in
three ways. Individual differences in DANVA accuracy scores were predicted to be related: (3a) to self-report inventory scores that indicate personal functioning such as locus of control of reinforcement and self-esteem; (3b) to indicators of interpersonal functioning such as peer-rated
popularity and unpopularity and teacher ratings of social functioning; and
(3c) to indicators of interpersonal maladjustment such as being classified as
behavior disordered or emotionally disturbed.
Proposition 4: Individual differences in DANVA accuracy scores will
be associated with academic achievement as measured by standardized
test scores but not with IQ. It was assumed that difficulties in processing
nonverbal information would create anxiety that would interfere with the
processing of information necessary for achievement in an academic setting. In support of this proposition, Halberstadt and J. Hall (1980) reviewed
22 studies and found a small but positive correlation between cognitive
ability (as measured by standard tests and school performance) and the
ability to identify nonverbal expressions of emotion. However, only four of
these studies were with subjects younger than ten years of age and in none
of them did the authors attempt to separate the relation of nonverbal processing ability with IQ from that with achievement.
Method
Subjects
The subjects for the evaluation of the four propositions came from the
studies described in Table 1. Most of the subjects were between the ages of
6 and 10, although in a few studies older subjects were included.
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JOURNAL OF NONVERBALBEHAVIOR
TABLE 1
Construct Validation Studies for the Diagnostic Analysis of Nonverbal
Accuracy (DANVA)
Author
Subjects
Danva subtests
Brumley (I 993)
181 3rd and 6th grade
students
All receptive subtests
Cooley & Treimer
(1991)
16 emotionally disturbed
subjects between 11
and 15 years of age
All receptive subtests
Feig (1993)
152 third grade students
All receptive subtests
All expressive subtests
given to 38 children
Hallin (1991)
30 emotionally disturbed
subjects between 8
and 14 years of age
and 30 nondisturbed
subjects matched for
age, race, and IQ
All receptive subtests
Hill (1992)
62 third grade students
Receptive faces
Nowicki (1990)
Nowicki (1992)
34 third grade students
42 third grade students
All receptive subtests
All receptive subtests
Nowicki & Carton 221 first through fifth
grade students
(1993)
Nowicki &
DiGirolamo
(1989)
20 emotionally disturbed
subjects between 9-I I
years of age and 20
nondisturbed subjects
matched for age, sex,
and race
FACES 2:48 adult and
48 child facial expressions
Short forms of receptive
faces and listening
subtests
15
STEPHEN NOWICKI JR., MARSHALL P. DUKE
TABLE 1
Author
(continued)
Subjects
Danva subtests
Nowicki & Duke
(1989)
1001 first through fifth
grade students
All receptive subtests
All expressive subtests
(n = 189)
Nowicki & Duke
(1992b)
455 first through fifth
grade students
Receptive subtests faces and listening
Rowe (1992)
20 girls and 36 boys between ages 8 to 11
All receptive subtests
Zanier (1991)
30 six-year-old boys
30 ten-year-old boys
All receptive subtests
Zenker (1992)
39 subjects between 8
and 16 years of age
who were in residential treatment
All receptive subtests
Measures
Nonverbal social processing abilities were measured by the Diagnostic Analysis of Nonverbal Accuracy scales (DANVA). The DANVA consists
of four subtests that measure individual differences in receptive abilities in
facial expressions, postures, gestures, and tones of voice and three that test
for individual differences in expressive accuracy in facial expressions, gestures, and tones of voice. Although field work continues on it, the expressive postures subtest did not receive sufficient psychometric support to include it in the DANVA at the present time.
While there are some differences in how specific items were selected
for specific subtests, some common procedures were used across subtests.
First, each subtest was constructed independently. There was no attempt to
select items from any one subtest so that they would or would not intercorrelate with items from another subtest. This was done because there has
been little theoretical or empirical agreement on the underlying relationship of nonverbal social processing skills to one another. Further, while it
seems sensible that some nonverbal processing skills ought to cluster together, especially within the expressive or receptive areas, empirical re-
16
JOURNAL OF NONVERBALBEHAVIOR
suits suggest they may be independent (e.g., Feldman & Thayer, 1980).
The same seems to be true of the relation between expressive and receptive abilities. For example, DePaulo and Rosenthal (1979) reported that a
review of 19 studies of the relation between sending and receiving accuracy found a median r of .16.
Second, items for each of the subtests were selected primarily on the
basis of percentage of judges agreeing on the identification of a particular
emotion. Of the five general ways to establish a criterion of accuracy for
nonverbal social processing described by Cook (cited in Rosenthal et al.,
1979, p. 19), this was the one that most closely reflected the ecological
situation subjects faced in their daily interactions.
Third, judges were obtained from across a wide age range to assure
that the items measured consistently across age. If an item was identified
by a certain percentage of subjects at one age, we wanted to check to
make sure that the same or greater percentage of older subjects would also
identify that item similarly. In choosing items for particular age groups, the
major focus was on that age's reference group and the younger and older
age reference groups were used as reliability checks. While the DANVA
was primarily constructed for use with the 6- to 10-year-old age group, it
probably could be used with older subjects to identify those experiencing
difficulties in processing nonverbal information by comparing them to the
10-year-olds' performance norms. However, because of its low ceiling, the
DANVA would not be a good test to use in discriminating among older
subjects who were average or better in processing nonverbal social information.
Fourth, a relatively high percentage of interjudge agreement was used
for item selection because our major interest was to identify those children
who were having difficulty with processing the basic elements of nonver~
bal social information. If greater difficulty is desired, items can be shown
with a briefer exposure time as has been done with the PONS (McLeod &
Rosenthal, 1983).
Fifth, four basic core emotionswere chosen for identification and for
sending: happiness, sadness, anger, and fear. They were chosen because
they are the most frequently encountered in everyday interactions and usually are learned by the time children are 10 years of age. Without the
ability to identify and send these emotions nonverbally, children would be
at a disadvantage interpersonally. Of course, much more is required of
children's nonverbal communication skills than accurately identifying and
sending the'four core emotions nonverbally. But without this knowledge,
recognition of the social situation and accurately processing more complex
emotions like guilt and shame would be difficult if not impossible.
17
STEPHEN NOWlCKI JR., MARSHALL P. DUKE
Sixth, the DANVA subtest items primarily rely on posed stimuli. However, encoding of posed and spontaneous stimuli are significantly related
(median r over six studies = .43, Halberstadt, 1986) and the subjects used
to generate the nonverbal responses were aided by stories and descriptions
of events consistent with being happy, sad, angry, or fearful. In many instances, subjects were photographed as they moved from one "pose" to
another or were engaged in conversation with the experimenter, and some
of these relatively more unposed stimuli passed through the judges' item
selection procedure into the final form of the subtest.
Responses for facial expressions, postures, and gestures were not only
posed but static. However, since most spontaneous nonverbal cues are
relatively short-lived, their meaning must be grasped in a moment.
With these common requirements in mind, the seven DANVA subtests
are described next. The four receptive subtests are presented first, followed
by the three expressive ones.
Receptive Facial Expressions Subtest. This scale consists of 20 slides of
children's and 20 slides of adults' facial expressions. Children's facial expressions were sampled from the Children's Affect Test (Kay, 1984; McCauley, Kay, Ito, & Treder, 1987) and adults' facial expressions were taken
from the Brief Affect Recognition Task (BART, Ekman & Friesen, 1974).
Facial expressions were viewed by two samples of raters: college students
(n = 100) and second grade students (n = 100). Raters viewed each slide
and indicated if they thought the expressions were happy, sad, angry, fearful, or other. They also rated the certainty of their judgment on a 5-point
scale with higher scores related to greater certainty. Slides with ratings of 4
or more were selected for further use in the DANVA. The BART slides that
constituted the final form of the adult facial expressions were in order of
presentation: 21, 84, 23, 17, 44, 28, 51, 22, 68, 18, 47, 10, 75, 29, 24,
92, 50, 25, 2, 42.
The facial expression subtest consists of four slides (two males and two
females) for each of four emotions (happy, sad, angry, and fearful) as portrayed by children and adults. Four children's and four adults' slides were
neutral. Scores could range from 0 to 16 for both children's and adults'
facial expressions scales and from 0 to 32 for the total facial expressions
subtest. Neutral expressions were not scored.
Facial expressions were shown for one second with children having as
much time as they needed for selecting one of four emotions: happy, sad,
angry, or'fearful. Subjects were cued by the administrator saying "ready"
before showing the next slide. Subjects usually took five seconds or less to
respond. Because it is important for sight lines to be free when looking at
18
JOURNAL OF NONVERBAL BEHAVIOR
facial expressions, it is suggested that the facial expression subtest be given
individually or in small groups where the angle of viewing is not severe.
Receptive Postures Subtest. This scale consists of 12 slides of a woman
dressed in a solid dark colored sweatsuit who kept her face hidden from
view. She showed various postures that reflected happy, sad, angry, or
fearful emotions. For example, a posture with both arms raised high and
the knees flexed was used to indicate "happy." The decision to use the
slides of this particular woman model was made because she appeared to
be the more reliably "read" by judges than the other models. The slides
resulting from these sessions were given to four groups of 20 subjects (college, tenth grade, fifth grade, and preschool students). Only slides that
obtained at least 80% agreement from all four groups were included for
further consideration, with this exception: For preschoolers only; agreement was 75% for two of the postures reflecting fear, while the rest of the
postures attained at least 80% agreement. (Preschool raters were worked
with individually and their responses were recorded by an examiner rather
than being self-reported on a rating form.)
Subjects were shown the posture for one second and given as much
time as they needed to check one of four possible emotions listed next to
the number of the slide. Responses were usually made in five seconds or
less. The administrator cued the subject for the next slide by saying
"ready." Scores can range from 0 to 12.
Receptive Gestures 5ubtest. This scale consists of 12 slides of two
models, one a male child eight years of age (appears on eight slides) and
one a young male adult (appears on four slides), portraying gestures that
communicate happy, sad, angry, and fearful emotions. Male and female
models were photographed portraying selected gestures. Slides of these
gestures were viewed by the same subjects who rated the posture stimuli.
They were asked to identify what emotion they believed was being communicated by the gesture they viewed. For example, a slide showing two
closed fists with one pulled back was used to signify anger. The slides
selected for the present receptive gesture scale received at least 80% agreement from all four groups (ranging from 80% in the preschool group to
100% in the college student group).
The gesture slides are presented for one second. The subjects have as
long as they need to select one of four emotions, happy, sad, angry, or
fearful. The~ usually responded in less than five seconds. The administrator
cued the next slide by saying "ready." Scores can range from 0 to 12.
19
STEPHEN NOWICKI JR., MARSHALL P. DUKE
Receptive Paralanguage Subtest. This scale consists of 16 trials during
which subjects listen to a person say the following sentence, "1 am going
out of the room now and I will be back later," to reflect happy, sad, angry,
or fearful feelings. Although some researchers have used sound filters (e.g,
Rosenthal et al., 1979) to remove the potential biasing impact of words,
others have used the more naturalistic and ecologically valid procedure of
having subjects recite a neutral sentence in a way to give it emotional
meaning (Davitz & Davitz, 1959; Maitland, 1977).
Two boys and two girls between the ages of 10 and 12 were trained
by the experimenters to say the sentence to communicate happy, sad, angry, and fearful emotions. Their attempts were then recorded and played
for the four different age groups used in the development of the receptive
posture and gesture scales. One girl's recordings were identified at least
80% of the time. Because the judges could not identify the sex of the
sender, her vocalizations were chosen for the final form of this subtest.
There are 16 trials with each emotion being expressed four times. Subjects
are cued by the administrator saying "ready" before the next sentence is
played. Scores can range from 0 to 16.
Expressive Facial Expressions Subtest. This test consists of eight trials.
Subjects were asked to sit in a comfortable chair 10 feet from a video
camera. They were told that various situations would be described to them
and they were to make a facial expression that was consistent with the
situation they heard. There were two situational descriptions for each of
the four emotions of happy, sad, angry, and fearful. An example of a situational description is, "You have received a gift for your birthday that you
have always wanted. You feel happy."
The videotaped facial expressions were then rated for their accuracy
in portraying the requested emotion. Although any rating scale can be used
to rate the emotions shown in the videotaped facial expressions, the one
used in the DANVA was based on the features associated with facial expression emotion described by Ekman and Friesen (1975). Generally, subjects were judged as either accurate or not for the requested emotion. Two
undergraduate men and women applied this rating scheme on practice
items until it produced 90% agreement between any two of the four raters
for each of the four emotions. Scores can range from zero to eight.
Expressive Gestures Subtest. This test consists of 12 trials. Subjects
were asked to sit in a comfortable chair 10 feet from a video camera. They
were told that the examiner was going to ask them to describe something
20
JOURNAL OF NONVERBALBEHAVIOR
by using only his or her arms and hands. For example, happiness could be
shown by a "thumbs up" or "OK" signs. Preliminary testing with pilot subjects suggested that it would be difficult to repeatedly ask for different gestures to reflect happy, sad, angry, and fearful emotions. Therefore, frequently used information for facilitating interactions was chosen such as
"inviting someone to play," "asking someone to stop," "liking someone,"
or "wanting to be left alone." The gestures used by the subjects were rated
by four raters who were trained to code accuracy of gesture communication to the point of 90% agreement between any two of them. Scores could
range from 0 to 12.
Expressive Paralanguage Subtest. This test consists of eight trials. Subjects were asked to sit in a comfortable chair close to an audio recorder's
external microphone (a highly sensitive "Sound Grabber"). They were
handed a cardboard pad of paper upon which the following sentence was
printed in 3/4-inch block letters: "1 am going to get my bike now and go for
a ride." Subjects were given as much time as they needed to practice reading the sentence aloud. When subjects were ready, experimenters read a
description of a situation that was associated with a particular affect. For
example, "You have found out that you have won a nice prize in a contest.
You feel happy. Say the sentence in such a way that it sounds like you are
happy." There were two trials for each of the emotions of happiness, sadness, anger, and fear.
Each of the eight trials was rated for subjects' accuracy in portraying
the desired affect. For example, to receive a rating of "1" for "happy," the
subjects had to produce a high, rapid voice that fluctuated and communicated positive affect. Four raters were trained to the point where any one
set of ratings were in at least 90% agreement with the ratings of any one of
the other three judges. Scores could range from zero to eight.
Results and Discussion
Fourteen studies were used to establish preliminary evidence of construct
validity for the DANVA. They are briefly described in Table 1 and will be
referred to with regards to propositions one through four.
Propositiom 1
Nowicki and Duke (1989) administered the DANVA to 1001 children
from the first through fifth grades. Subjects' ethnicity was comparable to
21
STEPHEN NOWICKI JR., MARSHALL P. DUKE
community rates. They were from public and Roman Catholic schools that
served lower-middle and middle-middle class families as indicated on
school records by the highest occupational status presented by either parent. Eighty-six percent of the children's parents gave permission for their
children to participate in the study. Based on data from class records, no
social class or IQ differences were found to exist between the white and
nonwhite subjects. Subjects were tested in small groups within each grade.
Table 2 presents data pertinent to the assertion of Proposition I that
DANVA accuracy sc~es should increase with age. To evaluate this proposition, the 1001 subjects from the first through fifth grades completed the
DANVA receptive tests and 189 of them also completed the DANVA expressive tests. Since factorial analyses of variance revealed that there were
no sex differences, DANVA accuracy scores were collapsed across sex of
subject.
Analyses were computed separately for the receptive and the expressive subtests. Linear trend analyses for each of the receptive subtests indicated that mean accuracy increased with age (p < .05; F ranged from 4.80
for gestures to 10.66 for facial expressions; r ranged from .26 for gestures
to .44 for facial expressions). Linear trend analyses computed for each of
TABLE 2
Accuracy Score Means and Standard Deviations for Diagnostic Analysis
of Nonverbal Accuracy (DANVA) Subtestsin Grades One through Five
Grade
Receptivesubtests~
Faces
Gestures
Postures
Paralanguage
One
(n --- 199)
27.3
Two
(n = 206)
Three
(n = 176)
Four
(n = 208)
Five
(n = 219)
Possible
range
(2.6) 27.9 (2.6) 28.6 (2.5) 29.2 (2.2) 29.2 (1.9)
0-32
7.3 (2.4) 7.3 (2.5) .7.9 (2.1) 8.4 (1.7) 8.5 (1.7)
6.6 (2.3) 7.2 (2.2) 7.5 (2.3) 8.0 (1.8) 7.9 (1.9)
11.8 (3.2) 11.4 (3.4) 13.9 (1.9) 14.9 (2.7) 14.8 (2.2)
0-12
0-12
0-16
Expressive subtestsb
One
(n=35)
Two
(n =40)
Three
(n=41)
Faces
Gestures
Paralanguage
4.2 (1.8)
7.9 (3.1)
5.3 (2.0)
5.5 (2.0)
8.1 (2.8)
5.3 (2.0)
5.7 (2.0) 6.5 (1.7) 7.2 (1.0)
8.8 (2.5) 10.4 (2.4) 11.2 (2.1)
5.8 (1.6) 6.0 (1.4) 7.1 (.9)
Note. Standard deviations are shown in parentheses.
an = 1001
Un= 184
Four
(n=31)
Five
(n--- 37)
Range
0-8
0-12
0-8
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JOURNAL OF NONVERBAL BEHAVIOR
the expressive subtests also indicated that the mean accuracy increased
with grade level (p <: .05; F ranged from 4.33 for gestures to 7.30 for facial
expressions; r ranged from .17 for gestures to .45 for facial expressions).
However, inspection of the means for both the receptive and expressive
subtests showed that accuracy did not increase at the same rate from first
to fifth grade for any of them. Perhaps the relatively small number of subjects per grade level played some part in the somewhat inconsistent rise in
accuracy with age. Therefore, while these data can be seen as supporting
proposition I, they also can be taken to suggest that grade norms ought to
be used with some caution until additional subjects are tested.'
Proposition 2
Table 3 presents the overall internal consistency and test-retest reliability estimates for the DANVA subtests. Cronbach's coefficient alphas
for the receptive tests (n = 1001) ranged from .77 to .88, and for the
expressive tests (n = 189) from .68 to .82. Coefficient alphas computed for
each grade ranged from lows of .67 for expressive paralanguage in the first
grade to .75 or higher at all the other grade levels. Test-retest reliabilities
were computed after four weeks for 20 students at each grade level. The
overall test-retest reliabilities ranged from a low of r = .70 for expressive
paralanguage to r = .86 for receptive gestures. The DANVA subtests ap-
TABLE 3
Internal Consistency and Test-Retest Reliabilities for the Diagnostic
Analysis of Nonyerbal Accuracy (DANVA) Subtests
DANVA subtests
Receptivea
Faces
Gestures
Postures
Paralanguage
ExpressiveLb
Faces
Gestures
Paralanguage
~n=1001
bn = 189
Coefficient alpha
Test-retestr (4 weeks)
.88
.79
.82
.77
,84
.86
,77
.74
.82
.78
.68
.80
.72
.70
23
STEPHEN NOWICKI JR., MARSHALL P. DUKE
peared to possess preliminary evidence of internal consistency and testretest reliability required by proposition 2.
In support of proposition 2, Zanier (1991) also found alpha coefficients that were comparable to those reported in the original Nowicki and
Duke (1989) DANVA sample. For six-year-old boys the alphas for the
DANVA receptive subtests ranged from .74 to .82 and for I 0-year-old boys
they ranged from .77 to .88.
Now that Propositions I and 2 involving the psychometric integrity of
the DANVA subtests ~are supported, the following data focus on the relationship between DANVA subtest scores and a variety of relevant construct
validity criteria. The criteria relate to important aspects of the personal and
social lives of children and reflect how individual differences in nonverbal
social processing may impact on children's adjustment.
Proposition 3a
There was support for the proposed relationship between accuracy
scores on the DANVA receptive and expressive subtests in Nowicki and
Duke's original sample and locus of control scores as measured by the
Children's Nowicki-Strickland Internal-External scale (CNSIE, Nowicki &
Strickland, 1973). The correlations between locus of control (lower scores
indicating internality and perceived contingency between actions and outcomes and higher ones, externality) and DANVA receptive subtests scores
were consistently significant, but generally low, ranging from r(989) =
-.14, p ( .05, for receptive posture to r(989) = -.28, p ( .05, for
receptive facial expressions. Of the three DANVA expressive subtests, only
the correlation between locus of control and expressive paralanguage was
significant, r(186) = -.32, p < .05.
Additional support for proposition 3a was obtained by Nowicki and
Duke (1992b) who used subjects primarily from the third through fifth
grades and found significant correlations between locus of control and receptive facial expressions, r(453) = -.34, p ~ .05, and receptive paralanguage, r(453) = -.32, p < .05. Finally, Hill (1992) in a sample of
third-grade students found a significant correlation for CNSIE and Harter
(1985) Self-Perception Profile for Children scores (lower scores indicating
more internal attributions for outcomes and higher scores more external
ones) and DANVA receptive facial expressive performance, r(60) = -.34,
p < .05, and r(60) = -.44, p < .05, respectively.
Besides being related to internal control expectancies, greater DANVA
accuracy also was related to higher self-esteem. In one study (Nowicki,
1992), Coopersmith (1981) self-esteem scores were found to be signifi-
24
JOURNAL OF NONVERBALBEHAVIOR
cantly correlated with higher accuracy on DANVA receptive subtests in a
sample of third-grade children: for facial expression, r(40) = .55, p < .05;
for posture, r(40) = .41, p < .05; for gestures, r(40) = .38, p < .05; and
for paralanguage, r(40) = .62, p < .05. In another study (Cooley & Treimer, 1991), a sample of children between the ages of 11 and 15 who
attended a center-based school program for the severely emotionally disturbed showed significant correlations between Coopersmith self-esteem
scores and receptive facial expression scores, r(14) = .52, p < .05; receptive paralanguage, r(14) = .61, p < .05; and nonsignificant trends for
receptive postures, r(14) = .39, p > .05, and receptive gestures, r(14) =
.42, p > .05. In a third and final study regarding self-esteem (Feig, 1993),
there was a significant correlation between Piers-Harris self-concept (Piers,
1984) and receptive DANVA facial expression scores, r(150) = .28, p <
.05, in third-grade children.
These data provide preliminary support for Proposition 3a, especially
for the DANVA receptive subtests. DANVA expressive subtests were less
often given, but when they were administered they also were less often
found to be related to personality variables. In contrast, individual differences in DANVA receptive accuracy scores were related in predicted ways
to locus of control of reinforcement and self-esteem.
Proposition 3b
To evaluate the proposition that DANVA accuracy scores would be
related to sociometric status, children in the original Nowicki and Duke
(1989) sample (n = 1001) were given sheets of paper with the names of all
the children in their class. They were asked to put a circle around the
names of three children they liked the best and a line through the names of
three children they liked the least. Because of potential problems in reading, children in grades one and two were tested individually so that those
with reading problems could obtain help with names if needed. Like and
dislike scores were transformed into z-scores to control for differences in
class size. The like and dislike scores were independent of one another
(median r = .09) and constituted different aspects of children's social status. While some researchers have separated children into popular, average, neglected, rejected, and controversial subgroups, we were more interested in examining the relation of nonverbal processing ability to social
status throughout the range of scores and therefore computed correlations
between like and dislike z-scores for each of the receptive and expressive
subtests.
While the correlations between DANVA receptive subtest scores and
25
STEPHEN NOWICKI JR., MARSHALL P. DUKE
sociometric like and dislike z-scores tended to be low, 11 out of a possible
16 were significant and in the predicted direction with less accuracy related to more negative peer ratings and greater accuracy related to higher
positive peer ratings. In contrast, only two of a possible 12 correlations
were in the predicted direction for DANVA expressive subtest scores and
sociometric indicators. More specifically, for boys (n = 485), significant
correlations for like ratings at the p < .05 level were found with receptive
facial expression, r = .21; receptive gestures, r = .18; receptive paralanguage, r = .24; al~d expressive gestures, r = .27. For girls (n = 526),
significant correlations were found for receptive facial expressions, r =
.26; receptive postures, r = .12; receptive paralanguage, r = .31; and
expressive paralanguage, r = .27. In terms of dislike scores, for boys
greater accuracy was correlated negatively with scores for receptive facial
expressions, r = - . 2 0 ; receptive postures, r = - . 1 9 ; and receptive paralanguage, r = - . 2 2 ; and for girls receptive facial expressions, r = - . 1 2 ,
and receptive postures, r = - . 1 1 .
Additional support for Proposition 3b was found in four studies. Nowicki and Duke {1992b) found that third- through fifth-grade children (n =
455} who received fewer like votes had lower accuracy scores on the receptive facial expressions subtest, r = .27, p < .05, and on the receptive
paralanguage subtest, r = .30, p < .05. Further, more dislike votes were
related to lower accuracy scores on the receptive facial expressions subtest, r = - . 3 0 , p < .05, and on the receptive paralanguage subtest, r =
- . 2 7 , p < .05.
Rowe (1992} administered the DANVA receptive subtests and a peer
role-play nomination procedure to assign sociometric status to children between the ages of 8 and 11 who were attending a summer camp. She
found the following significant (p < .05) correlations for girls: Receptive
adult facial expressions with votes received for "negative feeling," r(18) =
- . 4 2 , and for "sad feelings," r(18} = - . 6 2 ; receptive child facial expressions and votes received for "negative feelings," r(20} = - . 4 8 , and for
"being left out," r(18) = - . 4 8 . There were three significant correlations
for boys: receptive total facial expressions and votes received for "being
bossy," r(34) = - . 3 9 , "being picked for games," r(34) = .29, and "negative feelings," r(34} = - . 3 7 .
Feig (1993) found significant correlations between like votes received
in a third-grade class and DANVA receptive subtest scores on total facial
expressions and paralanguage, r(150} = .38, p < .05, and r(150} = .43,
p < .05, respectively. In addition, she found a significant correlation
between DANVA expressive paralanguage subtest scores and like votes,
r(36} = .48, p < .05.
26
JOURNAL OF NONVERBAL BEHAVIOR
In another study of the relationship between DANVA scores and peer
popularity ratings, Brumley (1993) tested 181 third and sixth graders.
Using a total composite score derived from a combination of DANVA subtest scores, she found a correlation of .77 between popularity ratings and
nonverbal language efficacy. Brumley also developed a teacher-usable,
75-item checklist form of the DANVA, the DANVA-QSP (Quick Screening
Profile), and found that it, too, correlated strongly with peer popularity
ratings among her subjects.
Besides peer-rated interpersonal status, teacher ratings of the social
behavior of children also were found to be related to individual differences
in DANVA subtest accuracy scores. To rate social behavior, teachers completed the Social Judgment Scale (SJS, Nowicki, 1987). The SJS consists of
seven characteristics (e.g., Child doesn't understand rules for games) that
were derived from descriptions offered by Johnson and Myklebust (1967)
of children with problems in processing nonverbal social cues. Each characteristic was rated on a scale that ranged from 1 (not very characteristic of
the child) to 5 (very characteristic of the child). A sample of fourth-grade
children was given the DANVA receptive subtests and was rated by their
teacher on the SJS. Significant correlations were found between SIS scores
and the following receptive subtests: total facial expressions, r(41) =
-.48, p < .05, paralanguage, r(41) = -.39, p < .05, and postures, r(41)
= -.42,
p < .05.
These results constitute preliminary support for Proposition 3b. Individual differences in DANVA accuracy scores were related to indices of
interpersonal and teacher ratings of peer functioning. However, most of
the reported research involved receptive rather than expressive nonverbal
processing abilities.
Proposition 3c
Support for Proposition 3c, that individual differences in DANVA subtest accuracy scores are related to indicators of interpersonal adjustment,
came from several studies. Hallin (1991) tested children between the ages
of 8 and 13 (n = 14) and adolescents between the ages of 14 and 16 (n =
16) who were in residential treatment for psychological problems. When
children and adolescents who were emotionally disturbed were combined
into one group it was found that they had significantly (p < .05) lower
scores than _did nonemotionally disturbed subjects matched with them for
age, sex, race, and IQ on the receptive "adult" facial expressions subtest
(M = 13.1 and M = 15.0, respectively) and receptive paralanguage subtest (M = 12.9 and M = 14.5, respectively). Further, adolescents who
27
STEPHEN NOWICKI JR., MARSHALL P. DUKE
were emotionally disturbed had significantly (p < .05) lower accuracy
scores than their matched controls who were not emotionally disturbed on
the receptive child facial expressions subtest (M = 10.7 and M = 15.5,
respectively), the receptive postures subtest (M = 8.1 and M = 11.7, respectively), and receptive gestures subtest (M = 8.3 and M = 11.3, respectively). These results are consistent with the prediction that children
and adolescents who have psychological problems are less accurate in decoding nonverbal social information than their nondisturbed peers.
Consistent with He above findings of Hallin (1991), Cooley and Treimer (1991) reported that subjects between the ages of 11 and 15 who were
in a class for severely emotionally disturbed students were significantly less
accurate than nondisturbed peers on the receptive facial expression and
receptive paralanguage subtests. These investigators did not report subtest
means, however.
In another study, Zenker (1992) found results consistent with the hypothesis that lower accuracy of nonverbal social processing was related to
greater number of indicators of maladjustment. The subjects (n = 39)
ranged in age from 8 to 16 years of age and were in residential psychiatric
treatment. Boys and girls did not differ in IQ or age. Based on case file
information, subjects were rated for indicators of conduct disorder or emotional disturbance according to the Georgia Psychoeducational Network
Rating Scale (Hinley et al., 1990). Zenker found that a higher number of
indicators of conduct disorder in girls was significantly correlated with
lower accuracy scores on the receptive child facial expressions subtest,
r(12) = -.74, p < .01, the combined receptive adult and child facial
expressions subtest, r(12) = -.53, p < .05, and the receptive postures
subtest, r(12) = -.63, p < .01. In this population, indicators of emotional
disturbance were not related to individual differences in DANVA receptive
performance.
While Zenker (1992) found individual differences in DANVA accuracy
scores related to the presence of indicators of conduct disorder, Nowicki
and DiGirolamo (1989) tested 20 children between the ages of 9 and 11
years of age who were in classes for the emotionally disturbed and 20
nonemotionally disturbed subjects who were matched for age, sex, and
race on the receptive paralanguage test. They found that emotionally disturbed children were significantly less accurate in identifying affect communicated paralinguistically, t(38) = 2.27, p < .05.
Finally, Zenker (1992) asked teachers to rate children (aged 8 to 16
years of age) who were in a residential treatment center on the Social Judgment Scale. For girls, but not boys, lower SJS ratings were related to less
accurate total DANVA receptive scores, r(12) = .66, p < .05.
28
JOURNAL OF NONVERBALBEHAVIOR
The results of these studies suggest an association between DANVA
receptive performance scores and indicators of psychological maladjustment. Receptive facial expressions and paralanguage were most often
found to be involved in significant predicted relations. In contrast to the
more extensive research reported for the DANVA receptive subtests, there
has been relatively little investigation of the relationship between individual differences in expressive DANVA subtest accuracy and personal and
interpersonal adjustment.
Proposition 4
To examine the proposition that individual differences in DANVA accuracy scores were related to academic achievement as reflected by standardized test scores, data were obtained from the Nowicki and Duke
(1989) sample of children from grades one and five. Table 4 presents the
correlations between various DANVA receptive (n = 968) and expressive
(n = 176) subtest scores and the Comprehensive Tests of Basic Skills
scores (CTBS, McGraw-Hill, 1983). The CTBS is a set of standardized
TABLE 4
Correlations Between Nonverbal Accuracy and Academic Achievement
Word Reading
Math
Math
Vocabu- recog- compre- Math count- compreDANVAsubtests
lary
nition hension concepts ing hension Spelling
Receptivea
Faces
Gestures
Postures
Paralanguage
.31
.30
.30
.45
.29
.27
.27
.36
.31
.32
.32
.45
.28
.29
.29
.40
.30
.26
.26
.41
.31
.30
.20
.41
.28
.22
.22
.36
Expressiveb
Faces
Gestures
Paralanguage
.15
.11
.26
.I I
.07
.17
.23
.08.
.16
.I I
.16
.12
.23
.06
.25
.09
.14
.23
-.05
.10
.17
Note. Academic achievementsubtestsare from the ComprehensiveTestsof BasicSkills.
Significant(p <.05) receptivecorrelationsare. | 2 and above. Significant(p < .05) expressive
correlations are .20 and above.
an= 968
bn=176
29
STEPHEN NOWICKI JR., MARSHALL P. DUKE
achievement tests that have accumulated considerable evidence of construct validity for elementary grade school children. All 48 possible correlations between scores from the four DANVA receptive subtests and 12
achievement subtests were significant and in the predicted direction. The
findings between DANVA expressive subtest scores and the CTBS were less
extensive. Although there were a greater number of significant relationships than would have been expected by chance (9 out of 36), the proportion was far less than that found for the DANVA receptive subtest scores.
While most of the e~pressive subtest correlations were in the predicted
direction, only those involving the expressive paralanguage and expressive
facial expression subtests reached significance. Interestingly, unlike the significant associations found in the past between individual differences in
other measures of receptive nonverbal processing abilities like the PONS
(Halberstadt & J. Hall, 1980), there were no significant correlations between DANVA receptive or expressive scores and IQ (as measured by the
Henmon-Nelson IQ test, 1983).
Additional support for the significant association between individual
differences in DANVA receptive scores and academic achievement was
found by Nowicki and Duke (1992b) in a population of elementary school
age youngsters (n = 455). Using the Comprehensive Tests of Basic Skills,
they found higher receptive facial expression and receptive paralanguage
scores significantly related to higher total achievement test scores, r(453)
= .32, p < .01 and r(453) = .47, p < .01, respectively.
In sum, individual differences in DANVA receptive subtest scores
were related to academic achievement. The supportive evidence again was
more consistent for the relationship between individual differences in receptive than in expressive DANVA subtest scores and academic achievement. While DANVA receptive and expressive abilities were clearly related to academic achievement, they were not related to IQ as assessed by
a standardized IQ measure.
Other Evidence of Construct Validity for the DANVA Subtests
Gathering convergent validity evidence for the DANVA is a complex
task, in part because researchers frequently create different individual difference measures of nonverbal social processing ability from one study to
the next. One exception to this tendency is the PONS, which has been
used in a number of studies. However, as mentioned earlier, the PONS has
been primarily used with adults and has not accumulated impressive construct validity data supporting its use in children. Still, since the PONS is
probably the most popular present day measure of receptive nonverbal
30
JOURNAL OF NONVERBALBEHAVIOR
processing ability, its relationship to the DANVA needed to be explored.
To this end, Nowicki (1990) administered the PONS and the DANVA
scales to a sample of 34 third-grade children. Convergent validity was provided by two significant correlations between total accuracy scores on the
PONS and scores on the DANVA receptive facial expressions, r(32) = .44,
p < .05, and receptive paralanguage subtests, r(32) = .53, p < .05. The
other two receptive subtests, receptive gestures and postures, were not significantly related to total PONS scores.
Another complex aspect of construct validity is evaluating the nature
of the intercorrelations among nonverbal processing abilities. Since there is
little theoretical agreement as to how nonverbal social processing abilities
are related to one another, no prediction was made for DANVA subtest
scores. To assess the intercorrelations among the DANVA subtests, the accuracy scores from the receptive (n = 1001) and expressive (n = 184)
subtests of Nowicki and Duke's (1989) original sample were intercorrelated with one another. It was found that there were significant, but low,
intercorrelations among receptive subtest scores (ranging from r = .I 7 between postures and gestures to r = .33 between total facial expression and
paralanguage), and among expressive subtest scores (ranging from r = .27
between gestures and facial expressions to r = .37 between facial expressions and paralanguage). Further, the intercorrelations across receptive and
expressive subtests were either low or negative. For example, receptive
and expressive facial expression subtest scores correlated - . 0 6 ; paralanguage subtest scores correlated .04; and gesture subtest scores correlated . 15. The low intercorrelations found among subtests suggest that, at
least as measured by the DANVA, there was no general nonverbal social
processing ability and that performance on one subtest does not necessarily predict performance on another within a receptive or expressive
cluster or in the same nonverbal channel across modalities.
Conclusion
A number of studies have provided preliminary evidence of construct validity for the DANVA. DANVA subtest accuracy scores improved with age,
were internally consistent and reliable over time, and showed significant
relationships with indices of personal and social adjustment and academic
achievement. Interestingly enough, IQ scores were not found to be related
to individual differences in DANVA receptive or expressive skills. Such
discriminative validity is helpful in responding to the possible criticism that
31
STEPHEN NOWICKI JR., MARSHALL P. DUKE
the DANVA is measuring impoverished functioning in general and not a
set of more circumscribed nonverbal social processing abilities.
The supporting evidence of construct validity was more plentiful for
DANVA receptive, than for expressive, subtests. One probable reason for
more studies using the DANVA receptive subtests is that they are easier
to administer and score compared to the DANVA expressive subtests.
DANVA expressive subtests require videotape equipment, individual administration, and extensive coding to arrive at scores. Because of this, sample sizes were small, and thus, larger effect sizes were needed to reach
significance in expressive processing skills.
In spite of the difficulties inherent in assessing expressive nonverbal
accuracy, the pursuit of reliable and valid instruments for measuring individual differences in the ability to express emotions nonverbally still remains a valuable goal. Errors in sending emotional meanings can create as
many personal and interpersonal problems as do mistakes in reading emotions. In this regard, the dimension of intensity of the nonverbal cue needs
to be controlled for and evaluated in future tests of both nonverbal sending
and receiving abilities. In most tests of nonverbal social processing ability,
the intensity of stimuli or expressions is not systematically varied or controlled for. Children may have problems reading or sending emotions at
lower levels of intensity. Such accuracy problems may become more significant as children become older because nonverbal cues become more
subtle and important with age. To this end, Nowicki and Carton (in press)
have reported work on a receptive test, FACES 2, that varies intensity of
affect in facial expressions presented by adults and children. The facial
expression stimuli reflect high, middle, and low intensity levels of the emotions of happiness, sadness, anger, and fear and allow for the possible
identification of the degree of intensity at which subjects begin to become
inaccurate. Continued research to develop other assessment instruments
that vary intensity of affect in other nonverbal channels of sending or receiving of emotional information is encouraged.
In closing, it needs to be emphasized that the DANVA was designed
to be a screening test. DANVA subtest scores identify strengths and weaknesses in abilities to process nonverbal information about basic core emotions. However, DANVA scores do not reveal why' children obtained the
scores they did. Children who obtain low DANVA scores (i.e., those with
some form of dyssemia) should be observed further to uncover the possible
source of their nonverbal social processing difficulties. Among these
sources may be any number of learning or biological factors that can produce difficulties in discriminating, using, expressing, or applying nonver-
32
JOURNAL OF NONVERBAL BEHAVIOR
bal social information. Understanding the source of dyssemias can help
determine how and where to focus remediation efforts (Minskoff, 1980a,
1980b).
Note
1. Several studies also suggest the stability of the norms established by Nowicki and Duke
(1989). Zanier (1991) had 30 six-year-old and 30 ten-year-old boys complete the DANVA
receptive tests and found means and standard deviations similar to those presented in the
original sample. The only receptive test not comparable was the one measuring paralanguage but that was largely because it included the additional sixteen sentencesspoken
by a male. Consistent with proposition 1, Zanier found that ten-year-old boys were significantly more accurate than six-year-old boys on all the receptive subtests. Feig (1993)
administered the DANVA receptive subteststo a sample of 152 subjects (M = 9.5 years,
SD = .62) and found that their scores did not differ significantly from those of the third
graders in the original sample of subjects except for the DANVA receptive gestures subtest.
On this subtest, Feig's sample scored significantly higher than the original DANVA sample
(M -- 9.1 and M = 8.0, respectively). Feig also administered the DANVA expressive
subtests to a smaller sample of 38 subjects and found no significant differences between
the scores of her subjects and those of third graders from the original sample. Lastly, Hill
(1992) had 62 third graders take the DANVA receptive faces subtest. She found the scores
did not differ significantly from those of third graders in the Nowicki and Duke (1989)
sample.
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