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C1--
THE DESIG% OF A sm.(
TO VALIDATE TEACHER COMPETEXCIES
IX TEM OF PUPIL CROWN
Jeffrey L. Lorentz
West Georgia College
A Paper presented at the 1976 Annual Meeting, American
Educational Research Association, April 19-23, 1976, San Francisco,
California.
INTRODIXTION
Encouraged by the federal support for the "Title" programs which
proliferated during the aid- sixties, researchers have had the resources
to Investigate a broad spectrum of educational programs. This federal
largess, however, was not without its drawbacks. Program guidelines,
funding cycles and other considerations often proved so restrictive or
unreasonable that the conclusions from such programs were insignificant,
not rcplicative, or even worthless. Nor were the initiators of many of
the studies, however, without fault. Bloom (1966) in his AERA presi-
dential address contended that, while a 2,000 precent increase in federal
funding for educational It & D provided a strong motive for studies of
education, only one in 1,000 studies reported --3 per year--were crucial
or significant. Consequently, while the era has been an exciting and
productive one for research, it has often been frustrating as well.
Program evaluators and statistical and design consultants working
with funded programs are often called upon aid -way into the studies.
They are handicapped by insufficient prior planning, inadequate liter-
ature review, Improper instrument selection, inadequate comparison
groups, unreasonably small samples, and unrealistically short periods in
which to test for treatment effect. Finally, the need to interrupt the
study at crucial times to produce Interim and final reports is
especially trying--since the reports are often due before the final and
all important data can be collected and analyzed.
1.)
2
A7
The above is presented in contrast ttikfh-environment in which
the present study has been conducted.
The Carroll County Competency eased Teacher Certification (CRTC)
Project, conducted by the School of Education, West Georgia College,
and Carroll County, Georgia, teachers, under, an ESEA Title III Grant
fr^n the Division of Program and Staff Development, Georgia State
Department of Education, is now in its third year of operation. The
rajor objective of the project is the development of a system for the
re-certification of experienced classroom teachers which is a potential
alternative to the program--approved approach currently in use in
Georgia.
The CFTC project has been characterized by a healthy freedom from
many of the problems alluded to above. From the outset it has been
proposed as a long-term study which would be likely to produce little
immediate results. The project design has been flexible and subject to
immediate modification as needed. The Georgia Department of Education,
as the grant agency has provided minimal guidelines apart from a broad
mandate to develop a competency based certification system, and has
requested few formal reports.
This absence of unnecessary guidelines and constant interference by
the grant agency along with a flexible design should not be viewed as a
weakness. On the contrary, the project is established on a sound
theoreticzl base (CBTC Librarian's Report, 1974). More important, it also
has the advantage of regular, continuous contact with a team of con-
sultants, each of whom is an outstanding authority on teacher effectiveness,
educational research or statistical analysis. Finally, this freedom and
3
flexibility has been deliberately cultivated due to the prototypical
nature of the project: one hoped to be worthy of replication.
The risks of such freedom are obvious and the investigators are
apprised of these risks as voila as the responsibility. The benefits
to be gained, however, are telt to far outweigh the potential risks.
The Project Desirn
A major goal of the project is the development of a model for the
identification and measurement of teacher competency areas; and the
assessment of the extent to which these teacher behaviors (i.e. "com-
petencies") affect student outcomes, and the extent to which they relate
to school goals and objectives. Although the CBTC project is limited
to Carroll County, Georgia, it is anticipated that the results of the
study will be applicable in other school districts both within and
outside the State.
The project design is based on the following theoretical framework:
The certification process will involve several stages including a
screening procedure, classroom observations by trained observers in
natural settings, and a study of certain relationships outside the
classroom. The collection of date relating to student outcomes will be
used during the developmental stages, but not-as a basis for individual
teacher certification.
The overall plan which was established and followed during the past
three years involved several steps including a) the establishment of a
competency list and related teacher behaviors and student outcomes;
b) the selection of appropriate measures of classroom behavior and
student growth; c) the collection of data in on-going classrooms;
d) the reduction of observation data to competency-related scores;
and e) examining anticipated relationships between observed competencies
and student growth.
Subsequent to the successful co lotion of these preliminary steps,
replication in additional classrooms would provide 2 validation of the
findings and confirmation that some competencies were indeed measurable
and their presence resulted in student growth. This in turn would pro-
vide the Department of Education with a preliminary set of measurable
teacher behaviors which had been shown to result in student growth and
which could then be used as part of the certification process.
METHOD
Introduction
The first year of the project (1973-74) was devoted to a review of
the literature, site visits by project staff to similar projects and
other developmental activities. Local teachers and administrators,
assisted by project staff and consultants developed a set of generic
teacher competency areas which were based in part on existing lists,
but considered essential to all local teachers. As each competency was
adopted as part of the definitive set, performance criteria were also
listed. This added specificity to the definition of the competency and
also provided guidelines for the selection of the measuring instruments
which will be the heart of the competency-based certification system.
Eleven generic competency arras and some 40 sub-competencies comprised
the resulting list.
5
During the first year also, potential instruments were identified,
additional staff were selected, and teachers were recruited to sarve as
subjects of observation. The second year (1974-75) was devoted to data,
collection and the present (1975-76) year given to additional data
collection along with the analysis of the initial observation data. The
remainder of the present paper is devoted to a discussion of these latter
activities.
Subjects
The subjects of the study are the 60 teachers who participated in
the CFTC Project during the 1974-75 school year and were selected as
follows: All teachers in Carroll County were contacted in the Spring of
1974 and shown a slide/tape about the CBTC project and asked to volunteer
as observers or observees. Three observers were selected and sixty
teachers agreed to serve as subjects. Letters of agreement were signed
outlining responsibilities of both parties. Summer workshops were con-
ducted to familiarize participating teachers with all phases of study
including competencies, observation instruments and student outcome
measures.
These teachers, being volunteers, represented grades 1 - 12, a
wide range of subject areas and varying levels of experience. Both
male and female and black and white teachers are represented in the
sample.
Student Achievement Measures
The Scott Foresman Initial Survey Test, Form A (IST) (Monroe, Manning,
Wepman and Gibb, 1972) was used as the pretest (fall) measure in the first
grade. Subtests include Reading and Math. Since the Scott Foresman
6
Reading program is used in Carroll County primary grades, Scott Foresnan's
1ST is used as a placement test in all first grade classes. Its validity
and reliability make the 1ST an appropriate instrurent for use in the
present study.
The selection of an end-of-year first grade measure uas node after
several different tests were tried with a small sample of students not
in the project. The Comprehensive Test of Basic Skills, Level 3, Form S
(CTBS) (CTB/McGraw-Hill, 1974) was found to be the most appropriate in
terms of difficulty. Students were able to respond to some of the items,
but did not reach the ceiling. (Both floor and ceiling effects are
problems with some tests in the lower elementary grades).
The CTBS includes a total Reading and total Math subtest. The
reported validity and reliability of the test are satisfactory.
The Iowa Test of Basic Skills, Primary Battery, Level 7, Form 6
(ITBS-P) (Hieronymus, Lindquist and others, 1972), a widely used and
well-known achievement test was used in the second grade.
The Iowa Tests of Basic Skills, Form 5 and 6, Levels Edition (ITBS)
(A. N. Hieronymus and E. F. Lindquist, 1971) was used with the remainder
of the classes in grades 3 through 8. The test includes Vocabulary,
Language, Work Study Skills, Reading, and Math Subtests. As with the
other measures, the test's reliability and validity are adequate. In
addition, the State of Georgia makes use of the ITBS Battery in the
4th and 8th grades in the state-wide testing program.
The Tests of Academic Progress, Form S (TAP) (Houghton Mifflin,
1972) are designed to measure the extent to which the objentives of a
basic area of high school instruction have been achieved. The six
7
sub:,..-t are: Social Studies, Composition, Science, Reading, Mathematics
and Literature. The appropriate subject area test along with the Reading
Test Was used in the various high school classes. The TAP is used in
the eleventh grade as part of the Georgia state-wide testing program.
Validity and reliability of the instrument are satisfactory.
Student Self-Concept Measures
I Feel - Me Feel (IFMF) (Yeasts and Bentley, 1970) was selected for
use with students in grades 1 - 3. This 40-item Likert-type scale
(using five faces which range from happy to sad rather than numbers) is
a self-concept measure appropriate for use with children at this level.
Scoring was based on locally-developed factor keys which were
entitled: Academic, Self, Frustration, Femininity, Fun and Independence.
Coefficient Alpha reliabilities for these scales ranged from .54 to .84
for the CBTC sample.
How I See Myself (HISN) (Gordon, 1968) was used as a measure of
self-concept in grades four through eight (Elementary Form) and grades
nine through twelve (Secondary Form). Both forms of the instrument were
scored using four of Gordon's Keys entitled Teacher-School, Physical
Appearance, Interpersonal Adequacy and Autonomy. Reliabilities for
these scales, using CBTC data ranged from .64 to .83.
The Junior Index of Motivation (JIM) (Frymier, 1970) was also used
with students in grades 9 - 12. This instrument is used to assess
students' motivation toward school. Fifty of the 80 items are scored to
produce a single index of motivation. Frymier (pp. 60-85) reports a
number of studies in which the validity and reliability of the instrument
were assessed.
111
8
Classroom Observation Instruments
The Coping Analysis Schedule for Educational Settings (CASES),
(Spaulding, 1970) is a category system designed to measure pupil
socialization and consists of 19 categories of student "coping" behaviors
which are identified by descriptive statements such as "Aggressive
Behavior," "Self-Directed Activity," "Observing Passively," etc. The
CASES categories are arranged with the more active coping categories
grouped at one end and the more passive categories at the other, but the
numbers do not represent a scale. CASES has been developed over a ten
year period as a result of more than 1,000 case studies in on-going
public school classrooms and o-her educational settings. Relationships
between CASES and student achievement have been established by McKinney
and others (1975).
The Florida Classroom Climate and Control System (FLACCS) (Soar,
Soar and Ragosta, 1971) examines the control tactics of teachers as well
as their affective behavior. It includes items relating to the nature of
classroom structure, teacher and student control strategies, and teacher
and student affective behaviors, both positive and negative. In Follow
Through Studies (Soar, 1973), data indicated that FLACCS discriminated
significantly between programs and related to pupil growth.
The Observation Schedule and Record, Form 5, Verbal (OSCAR 5V)
(Medley, 1955) looks at the verbal behavior of teachers as perceived by
students. It is based on 14 categories for teacher questions and state-
ments and four categories for pupil--initiated utterances; by examining
sequence it is possible to recognize some 600 transitions from one event
to another. OSCAR has been widely used for a number of years and has been
the basis for several other instruments.
i 0
9
The Teacher Practices Observation Record (TPOR) (Brown, 1972)
measures the congruency of observed teacher behavior with Dewey's
philosophy of Experimentalism. Half of the 62 items describe behavior
which reflects agreement with Experimentalism, while the other half
reflect disagreement. All of the items reflect behavior which is found
in public school settings.
Other Measures
Socioeconomic Status. An estimate of the socioeconomic status (SES)
was obtained from each student based upon the occupation of the father
(or the mother if she were the family's sole support). This occupati'nal
information was transformed to a 1-8 scale (1=high status, 8=low status)
using a modified version of Warner, Meeker and Eells (1960) classification
of occupations and le'vels. As an estimate of the reliability of the
assignment of SES, two raters independently assigned SES scores to a
small (N=77) sample of students using the procedure described above.
The resulting intra-class R was .94. Students with missing SES were
assigned the mean for their classroom, rounded to the nearest integer.
Interview. A fifty-five question interview, developed with the
assistance of Selection Research, Incorporated, of Lincoln, Nebraska,,
was designed to be used as a potentially useful screening instrument.
The questions are scored dichotomously by comparing each response with a
criterion. Responses which paraphrase the criterion are scored as
correct and those which do not reflect the criterion are not counted.
Items are grouped into eleven sets of five corresponding to the eleven
CBTC competency areas.
10
Data Collection
Student Outcomes. Achievement and self-concept measures were
administered early in the Fall of 1974 in the classrooms of 60 Carroll
County teachers, and posttests administered again in the classrooms of
the same 60 teachers--all of whom were still in the project in May, 1975.
A group of specially--trained testers administered the tests in
each classroom. Where necessary (i.e. in primary grades) the tests were
administered to small groups of students and care was taken to insure
that students understood the testing procedure, instructions, etc.
After the pretests had been administered, each of the approximately
1800 students in the 60 classes was observed using the CASES instrument.
This task was completed in three weeks. Each child's record was scored
to identify his coping style. At the end of the year, two observations
were again recorded on every student in the 60 classrooms.
Process data. After the pretests had been administered and the
CASES scored, six children with different predominant coping styles
were identified in each classroom. These six students were used in
subsequent observations using STARS. Six such observations were made
in each classroom.
During the year, each teacher was visited three times, and three
five-minute samples of behavior were recorded on each occasion on the
TPOR. Each teacher was also visited on six other occasions on each of
which the first five minutes of behavior were recorded on FLACCS, fhe
next ten minutes on OSCAR and the last five minutes on FLACCS.
Visits were scheduled in advance, but no attempt was made to pre-
select the activities to be observed, since the intent ras to record a
representative sample of the behavior present in each classroom.
ll
During the Fall, 1974 every teacher was interviewed with the CBTC
interldew schedule and has been interviewed again during the Fall, 1975.
Data Reduction
Initial Processing. Tests were hand or machine scored, keypunched
and verified. Observation data were keypunched from the data collection
forms and verified. Achievement tests were scored according to the keys
provided by the various pniblishers. The pelf concept measures were
reduced to subtest scores by summing various combin. -as of items_
CASES frequencies for each student were scor.1 using Spaulding's procedure
(personal communication, 1974) to identify predominant coping styles for
each student from Style A (aggressive, manipulative) to Style H (other-
directed, task-oriented), as well as a Composite Score (styles A -H).
Uben CASES observations were made, observers distinguished two types
of classroom settings: Teacher Directed (TD) and Program Directed (PD).
There i3 evidence from Spaulding's studies and from preliminary CBTC
Project analyses that changes in the classroo.d setting resulted in changes
in the student's CASES scores. Scores were therefore obtained for
a
students for the appropriate setting by combining data from both initial
visits only when collected in the same setting. The same procedure was
followed for the CASES data collected in final (post) visits. Thus
for one student, one or two sets of pre-CASES scores could be obtained
(e.g.: both observations occurred in TD Setting; both occurred in PD
Setting; one occurred in PD Setting and one occurred in TD Setting), and
one or two sets of post-CASES scores obtained.
In general, the following steps were taken to reduce the observational
data on teachers.
1e
12
STARS. The 475 cells in the student/teacher interaction matrix
were weighted and averaged to obtain an overall score and portions of
the matrix are combined to produce scores reflecting various teacher
types. These 12 scores are listed in Table 1. One set of scores was
obtained for each student observed during each observation period and
for the overall class if the teacher interacted with students -t
specifically observed. These individual scores were averaged for all
observations to provide class means to be used in subsequent analyses.
The 475 cells were also ret:ined as total fretNencies across all obser-
vations for each teacher.
OSCAR. The record of sequential teacher-student behaviors was
scored to produce a 600 cell matrix of occurrences of interest (out of
9999 possible). These were weighted and reduced to percents to produce
22 keys, twelve of which relate to the Carroll County Competency list.
These are also shown in Table 1. One set of 22 scores was obtained for
each classroom observation period, and average scores for the 6 obser-
vation periods were then produced. The 600 cell matrix of occurrences
for all observations was also retained for each teacher.
FLACCS and TPOR. These data were reduced from a series of items
(FLACCS=186, TPOR=62) for six series of observations to competency scores
for each teacher by Robert and Ruth Soar at the University of Florida.
These competency scores are based on a priori competencies identified
in the Carroll County CBTC Project. They were normalized for the total
project group (N = 60) by converting items to T scores. By combining
sets of these items, FLACCS yielded 28 scores and TPOR resulted in 21
scores. These are shown in Table 1. The 186 FLACCS item T scores and
62 TPOR T scores were also retained for each teachet
13
TABLE 1
SVBSCOMS: Fill STARS, OScAR,
FLACCS, TPOR AND EZiraIVIEll
VARIABLENUXBER KEY DESCRI7ION
1 S1 Overall composite2 S2 The Story Teller
3 S3 The Boring Lecturer
4 S4 The Examiner
5 S5 The Entertainer6 S6 The Controller7 S7 The Counselor8 S8 The Psuedo-Peer
9 S9 The Discovery Teacher10 S10 The Socratic Teacher11 Sll The Effective Manager
12 S12 The Effective Expository Teacher
0ScAR:
13 01 Deviant Behavior
14 02 Listening15 03 Pupil Involvement in Subject Matter
16 04 Pupil Involvement in Planning
17 05 Clear Instructions
18 06 Pause for Student to Answer Questions after Instruction
19 07 Clear Explanations
20 08 Pause for Qty_itions afte: Explanations
21 09 Pupil Speaks Freely
22 010 Self-control
23 011 Pupil Initiations
24 012 Question Difficulty
25 013 Teacher Statements
26 014 Confidence27 015 Feedback from Teacher to Students
28 016 Rebuking Behavior
29 017 Managing Behavior
30 018 Lecturing
31 019 Questions Source Modified
32 020 Question Difficulty Modified
33 021 Question Quality
34 022 Permissiveness of Teachers
It
14
7ABLE 1 (continued)
VARIABLENIMER KEY DES
FLACCS:
35 Fl Student reduced deviant behavior
36 F2 Student better physical, mental health
37 F3 Student enjoys class, happy smiles
38 F4 Student on task, actively involved
39 F5 Student absence of withdrawn behavior
40 F6 Teacher pauses, elicits and responds to studentquestions before proceeding
41 F7 Sage as F6 above but a sunnative measure
42 F8 Teacher uses a variety of methods, verbal, todeliver instructions
43 F9 Teacher uses a variety of methods, verbal, plusselected non-verbal, to deliver instructions
44 FIO Teacher uses a variety of methods--facial--gestural
45 Fil Teacher uses a variety of methods, verbal and non-
verbal to deliver instructions46 F12 Student self-directed to move toward task
47 FI3 Teacher demonstrates proper listening skills
48 FI4 Student able to speak freely
49 F15 Teacher utilizes non-verbal communication skills
50 F16 Student able to follow directions, on task
51 FI7 Students feel free to interrupt presentations
52 718 Student movement toward tasks
53 ''19 Teacher provides feedback to pupil on his behavior
54 F20 Teacher maintains self-control in various classroomsituations and interactions with student
55 F21 Teacher recognizes and treats individual student
behavior56 F22 Teacher uses more than one instructional activity
simultaneously
57 F23 Teacher evidence of a personal one-to-one relation-ship with each student
58 F24 Student evidence of importance as class member- -group
involvement
59 F25 Teacher supportive classroom management
60 F26 Student evidence of enthusiasm
61 F27 Teacher listens to students and provides feedback
62 F28 Student high interest
35
TABLE I (continued)
VARIABLE171T2LR REY DESCRIPTION
TPOR:
63 T1 leacher selects goals and objectives appropriate to
pupil need
64 12 Teacher matches student with appropriate materials
65 13 Student on task actively involved
66 14 Teacher gathers multi -level materials
67 T5 Teacher gives clear, explicit directions which are
understood by students
68 16 General task
69 17 Teacher respects individual's right to speak
70 18 Teacher helps pupil correct cognitive misperception
71 19 leacher accepts necessity of dealing with individual
students on individual basis
72 110 Student actively involved
73 111 Teacher- - evidence of praise and/or rewards in
operation
74 112 Teacher accepts and incorporates student ideas
75 113 Student expresses ideas and opinions different to
those of teacher and peers
76 114 leacher evidence of one-to-one counseling and
absence of ...rejection (brush-off)
77 115 Sum of 11, 12 and T3
78 116 Sum of 112 for teacher and T13 for S
79 117 Teacher control--general
80 118 Pupil choice of subject matter
81 119 Teacher choice of subject matter
82 120 Expansive treatment of subject matter
83 123. Restrictive treatment of subject natter
INTERVIEW:
84 11 Diagnosis
85 12 Organization
86 13 Teacher communication
87 14 Coping
88 15 Insightfulness
89 16 Student--teacher communication
93 17 Methodology
91 18 Self-concept
92 19 Emotional awareness
93 I10 Teacher growth
94 Ill Public awareness
1 r*
16
INTERVIEU. Each interview was tope recorded and the tapes were
transcribed. For each of the 55 questions, a correct response hzs been
established (which may be paraphrased or stated in the subject's own
words). Fire items on each of the eleven CRTC competency areas are
summed to produce a subscale =ore. These eleven scores, related to
the eleven Carroll County competencies, are shown in 'Table 1.
The item-level data for STARS (475 interaction cells), OSeAR
(600 occurrences), FLACCS (186 item I scores) and 7POR (62 item I scores)
were combined into a vector of 1322 variables for each of the 60 teachers_
Reduction of student data. The voluntary participation of teachers
in the CRTC Project, lack of equivalent tests across grade levels,
to_udent attrition, and related problems, resulted in some significant
complications in the analysis of the student data. In general, the
followinz steps were taken, subsequent to scoring described above for
achievement, self-concept and CASES.
On an instrument, by instrument basis (and within achievement tests,
by subtest), in order to maintain as large a number of subjects as
possible, student pretests and posttests were matched. Students with
missing pretest or posttest were dropped for that portion of the
analysis. In some instances, primary teachers taught one group of
students Reading and exchanged them with another project teacher for
Math. These students were assigned to the "correct" teacher for each
subtest.
JIBS sub tests for grades 3 - 8 were reduced to a common index by
converting raw scores to grade equivalent scores using norms tables, and
then subtracting students actual grade from his grade equivalent scores.
17
Vsigsg LY.D041' Amalysis of Covariance program (Dixon, 1974)
adjusted posttest means (i.e., regressed gains) were computed for each
variable. 1r every case, pretest and SES were used as covariates to
adjust the posttest scores. Resulting means were transcribed and key-
punched. The number of students and mean pretest and mean SES were
also recorded.
CASES gains were computed separately for PD and for ID settings.
Analysis Procedures
During the 1st year of observation and data collection, some 50,000
punched cards of raw data were stored on disk files and a large number
of variables were reduced to a snaller set of indices for each of the
60 classrooms. A major task during that year Was the developnent of
scoring routines and other analytical processes. Resultant statistical
analyses were generally descriptive of the sanple.
Due to the nature of the data collected (and supported by the
advice of project consultants) the overall design for data analysis
during the present year has been divided into three major phases. The
first phase, the initial reduction of observation data to a set of
" competency scoaes" and the computation of student gains, has been
described above. The reduction of the observation data to competency
measures related to the CFTC competency list was undertaken in response
to a major project objective. The second phase is the examination of
the relationships between the competency scores and student gains and
the third is an examination of the observational data for patterns and
an attempt to sort teachers into groups. The second and third phases
have been undertaken more or less concurrently.
is
Competency scores and student gains have been related in a series of
multiple regression analyses. Some of these are reported elsewhere at
this AERA meeting in papers by Soar and Spaulding. Groups of teachers
with sindlar tompetency scores (identified in the Phase 3 analyses) have
been contrasted, using student Baines as dependent variables, in a series
of discriminant analyses. The resulrs of these analyses are discussed
below.
Teacher grout's. One major phase in the analysis of observational
data has been an attempt to sort the teachers into groups with fairly
homozeneous teaching styles. Teachers with similar profiles on the
observational measures form similar clusters, or groups. To determine
which teachers belong together, it is necessary to examine the profiles
of all teachers and to find those with similar profiles. The number of
groups can range from one (i.e., all teachers exhibit similar scores on
all measures) to N, where N=the number of teachers (i.e., each teacher
is considerably different from every other).
Several alternative statistical methodologies addressing this pro-
blem of grouping are available. Transpose Factor Analysis, or Q- Analysis,
is one of these methods which was selected for the initial grouping.
The 19 x 25 (475 cell) matrix of STARS frequencies was summed
across observations within each classroom, resulting in a vector of 475
"scores" for each of the 60 teachers. This total 60 x 475 matrix was
transposed and factor analyzed using Guertin and Bailey's (1970) program
£0501. Four factors were selected for rotation. These four factors
represent an initial clustering of teachers according to STARS patterns.
19
The names of the teachers who had the highest loadings on each
factor were examined by project staff to determine if similarities
existed. It was apparent that neither grade level nor vubject natter
were held in com=on by the members of any group. In fact, the
differences were more apparent than the similarities.
As a next step, the four groups were contrasted on the 12 a priori
STARS keys through a discriminant analysis using Veldman's (1967)
program DISCRIM. Results indicated that the groups were significantly
different overall (Jilk's Lambda = 0.079; F = 5.05, p<.0001) and
significantly different on six of the twelve scales. At this stage,
the investigators felt that two conclusions were supported by the data.
First, it Was apparent that at least some of the a priori STARS keys
adequately described teacher characteristics and, second, and more
importantly, that the presence or absence of teacher characteristics,
or styles of teaching, could be measured by direct observation in live
settings.
The same four groupings (from the STARS 0- analysis) were sub-
sequently contrasted on the 22 OScAR scores, the 28 FLACCS scores, the
21 TPOR scores, and the 11 Interview scales through additional dis-
criminant analyses. Each of these confirmed that the groups differed
significantly overall on each of these measures (except the interview),
and that the groups were significantly different on several of the sub-
scales on each instrument including 8 OSCAR keys, 9 FLACCS keys, 5 TPOR
keys and 1 Interview key.
These results confirmed that the groups exhibited stable patterns
which could be observed directly through the use of different observation
20
schedules, by different observers and at different tines. It also
cQpfirmed that some of the behavioral characteristics of teachers, or
"competency scores" did exist in varying levels within the sample group.
It was of rarticular significance to the investigators that these
characteristics were exhibited by teachers working in natural settings
and were not artificially induced by the creation of a "test" environment.
In a subsequent analysis, the transposed (475 x 60) STARS matrix
Was normalized (i.e., converted to T-scores) and then factor analyzed.
Four factors were selected for rotation. These four rotated factors
comprised different teachers. These groups also differed significantly
overall and on 11 of the 12 STARS keys, 17 of 28 FLACCS keys, and 5 of
22 OScAR keys_ This suggests that multiple analyses are necessary to
adequately identify all the characteristics of the teacher groups.
Additional analyses have been undertaken. Two of these include
the transposed factor analysis of the 1322 x 60 matrix (columns 1-475 =
STARS, 476-1074 = OSCAR, 1075-1136 = TPOR and 1137-1132 = FLACCS) using
raw frequencies and frequencies normalized across all subjects.
Since CI-analysis, however, considers only the criterion of relative
parallelness of teacher profiles in grouping and ignores overall levels
of these profiles and relative scatter within profiles, two other
methodologies are being employed to establish groupings based on STARS,
OSCAR, FLACCS and TPOR. The relative discrimination afforded by these
groupings are being examined by means of Bottenburg and Ward's
hierarchical analysis, (Veldman, 1966) and Guertin's distance analysis.
(Guertin and Bailey, 1970)
Finally, in order to examine items in each instrument which dis-
criminate significantly, ea:h of the groups identified in the various
21
Q-analyses are contrasted on each of the 1322 items using a 1-way ANOVA.
The F-ratio is not used as an inferential statistic (since many would
be expected to be significant b' chance) but rather as an index of the
relative contribution of each variable to the overall discrimination
among the groups.
RESULTS
As discussed above, transposed factor analysis, or Q-analysis, of
the 60 x 475 cell STARS raw frequencies and the examination of the
resulting four groups ;),y discriminant analyses produced profiles which
were interpretable and meaningful to the investigators. This led to
further use of Q-analysis to identify teacher groups. A normalized
60 x 475 STARS matrix, a raw-frequency 60 x 1322 cell matrix, a
normalized 60 x 1322 cell matrix, and a standard score (z-score)
matrix were each subjected to Q-analysis and Varimax rotation of factors.
Following Q-analyses, the profiles of the teachers loading highest
on the factors rotated (from two through nine, depending on analysis)
were contrasted by discriminant analyses. STARS, FLACCS, OSCAR and TPOR
keys which discriminated significantly among the groups helped the
investigators to label these groups.
The group profiles tend to be stable for the groups across instru-
ments, but differences appear when the teachers are 7e-grouped on the
basis of successive analysis. This suggests both the need for multiple
instruments in assessing teacher behavior and the need to examine
multiple dimensions of behavior.
Factor analysis of the transposed raw-frequency 60 x 1322 cell
matrix and Varimax rotation of factors produced both two and three
2 r.
7'7
interpretable groups of teachers. The results of discriminant analyses
of the 3-group solution are discussei as an illustration of the findings.
Table 2 presents the Wilk's Lambda and F-ratios testing the
significance of overall group differentiation en profiles from four
instruments. These indicate that the groups are significantly different
on these dimensions. Group centroids are plotted on the two discriminant
axes in Figure 1 to illustrate the separation of the groups, and to
illustrate that the several instruments reveal different patterns of
discrimination.
Univariate F-tests revealed that the three groups differed
significantly on 6 STARS keys, two FLACCS and one 0ScARkey, and nine
TPOR keys. These are shown, along with group means in Table 3. Group
I teachers are characterized in part by relatively high scores on the
"Counselor" (S7), "Discovery" (S9), arid "Student expresses different
ideas" (T13) keys. The Group 2 teachers are partly characterized by
higher scores on "Boring Lecturer" (S3) and "Teacher respects student's
right to speak" (T7), and lower scores on "Controller" (S6), "Listening"
(02), "Student actively involved" (T10). Finally, some of the
significant characteristics of the 3rd group are higher scores on
"Examiner" (S4), "Student movement toward task" (F18), and "Teacher
helps pupil correct cognitive misperception" (T8). Other differences
can also be observed in Table 3.
Finally, to'determine if the different groups produce significant
differences in student gain, gain measures were contrasted in dis-
criminant analyses. The student gain on ITBS subtests did not differ
significantly. Neither did self concept (HISM) nor CASES setting 1 gains.
24
23
TABLE 2
RESULTS OF DISCRIMINANT ANALYSES
CONTRASTING 3 GROUPS ON STARS, FLACCS. OScAR & TPOR
INSTRUMENT WILKSLAMBDA
df
STARS 0.213 24, 92 4.464 0.0000
FLACCS 0.000 56, 63 1587.041 0.0000
OScAR 0.001 44, 72 41.479 0.0000
TPOR 0.044 42, 74 6.598 0.0000
2i
0
0A
S.0 4.7
55
5.:2
3.5
f. 5
to
2-0 4-1
2.5 4-.0
itf
si:5
24
Keyd =-- Group 10=-' Group Z.0= Group 3
0
0
-1.0 -3.5 -.3.0 -2-5 .01 .02. .03 .011 .05 .04 .07
STARS OSCAR 5V
.40 ,43 .46 4f ,11. .15
FLACCS
Fig.]. Group
.50
./5
.10
-.35
.30
.25
.20
s
A
0
0
.1.0 ..15 .50 .55 .40 ,I5 .10
TPOR
CenFroid5 from if- Discr;inani Anolyses,r 1
2"0
25
TABLE 3
SICNIVICANT (p < -05) C7A3LAC3FISTICS
OF THREE GROUPS
FROM DISCRIMINANT ANALYSES
E'LY*
1
CROUP MEANS
2 3
F(di = 2,57)
p
53 16.8 37.7 18-4 28-32 .0000
S4 17-3 3.5-2 25.9 7.92 .0313
55 10.5 14.9 7.2 6-34 .0036
S6 13-4 6.6 13.7 13.71 .0001
S7 3.3 1-7 1.2 3-68 .0305
S9 10.3 6.4 7-5 4.49 .0152
F18 255.5 230.9 264-6 5.06 .0096
P22 50.9 45.2 55.0 3.57 -0335
02 4.8 2.9 6.4 4.04 .0272
11 0.6 0.5 0.5 33.62 .0000
72 0.5 0.7 0.5 76.61 .0000
13 0.5 0.4 0.7 29-07 .3000
17 16.8 32.2 18-4 28.32 .0000
18 17-3. 15-2 25.9 7.92 0013
T9 10.5 14.9 7.2 6.34 .0036
110 13.4 6.6 13.7 13.71 .0001
111 3.3 1.2 1.2 3.68 .0305
713 10.3 4.4 7.5 4.49 .0152
a
*Refer to Table 1 for description of keys.
27 .
26
Eowever gains in CASES Setting 3 shvwed significant differences for
Style E (in favor of CroLp 2) and fcr Style B (in favor of Croup 1).
A difficulty in the separation of groups and subsequent examination
of differences in student outcomes may be illustrated by the factor
lnadings on seven rotated factors from the analysis of the standardized
matrix_ Each of the seven factors had an approzi=ately equal number of
:Positive and negative high loadings. An identification of the names
of the teachers with such loadings revelled groups who appeared (to
CAC eu,ervers) LO lie ar cppesite cads of a continuum of behavior.
Thus, each factor, or group, is in reality bi-polar and within group
differences =ay counteract differences between groups.
SUMMARY AND CONCLUSIONS
The results of preliminary analyses suggest that systematic
classroom observation using low-inference measures produces inter-
pretable profiles of teacher behavior. Clear-cut relationships
between teacher competencies and student outcomes have not yet been
established; however, the data suggest that finer distinctions must be
made among the groups before the competency-outcome relations may be
uncc4ered.
The CBTC project has developed a prototype for the measurement of
competencies as veil as for the reduction of data related to teacher
types. The observation instruments used in the study are worthy of
retention. Each appears to identify unique characteristics of teachers,
while at the same time complementing and supporting the others.
Further investigation of the sane kind is needed using larger
teacher groups at fewer grade levels. The reduction of N to 1 or 2
'1
27
groups for sore studert measures =a& meznil-,gful and valid analyses of
s0=e of tbe student data
Finally, it is apparent from the prelinieary analyses that the
cost inportant relationships are probably non-linear. The task of
discovering which of the nany possible interactions anong the teacher
variables contribute to differences in student growth will be cost
difficult.
It is clear that the road to an enpiricallyfounded competency
based certification system will be a long one, filled with oJstacles and
However, the goal is one which can be reached and the CBTC
project has taken the first steps on that road.
25
LLZBERENCES
Moc.m, B. S. "Twonty-five Tear of Educational Research," AmericanEducational research J*,urnal 1966, 3, 211 -218.
:-Brown, B. B. "Experimentalism in Teachinz Practice," Journal of
Fe:;earch and Ite-,7eIcement in Education, 1970, 4, 14-22.
Carroll County Cumpetency Based Teacher Certification Project.Librarian's Derort. Mimeographed, 1974.
Cx-zirelensive Tests of Basic Skills. Monterey, California:McGraw-Hill, 1974.
Dizz,n, W. J. (Ed.) Biomedical Computer Programs (3rd Ed.). Berkeley:
University of Califo-nia Press, 1974.
Frynier, J. R. "Developmvnt and Validation of a Motivation Index,"
Theory into Practice, 1970, 9 (1), 56-88-
Cordon, I. J. A Test Manual for the How I See .Myself Scale.
Gainesville: Florida Educational Research and Developnent
Council, 1968.
Guertin, V. H. 4 Bailey, J. P., Jr. Introduction to Modern Factor
Analysis. Ann Arbor: Edwards Brothers, Inc_, 1970.
Hierany=s, A. N., 6 Lindquist, E. F. Iowa Tests of Basic Skills.
Boston: Houghton Mifflin Company, 1971.
Hieronymus, A. N., Lindquist, E. F., S Others. Iowa Tests of Basic
Skills. Boston: Houghton Mifflin Company, 1972.
McKinney, J. D., Mason, J., Perkerson, K., 6 Clifford M."Relationship Between Classroom Behavior and Academic Achieve-ment." Journal of Educational Psychology, 1975, 67 (2),
198-203.
Medley, D. M. observation Schedule and Record, Form 5, Verbal.Mimeographed, 1973.
Monroe, M., Manning, J. C., Wepnan, J. M., & Gibb, G. E. The Scott,
Foresran Initial Sunlej Test. Glenview, Illinois: Scott,
Foresman and Company, 1972.
Soar, R. S. Final Report -- Follow Through Classroom Process easure-ment and Pupil Growth, (1970-71). Gainesville: Institute For
Development of Human Resources, University of Florida, 1973.
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