measuring response rates in associative skill...
TRANSCRIPT
Measuring Response Rates in Associative Skill Development
Carl Binder
Unpublished Draft Doctoral Working Paper Experimental Psychology Department – Harvard University
Cambridge, MA
1979
This unpublished document combines references to research and application seldom cited
in the literature of Precision Teaching or Fluency-based Instruction. Scanned from an original
working draft, it was never published or presented as is, but used in preparation of several
published papers. Its perspective and combination of topics were shaped by the scholarly need to
connect some of our early work in Precision Teaching with basic research in experimental
psychology. Its purpose was to pull together strands of experimental learning research in which
the time dimension –latency, rate of response (frequency), or response duration – was included in
the measurement of learning and performance.
The first chapter covers a diversity of sources under a common term, “associative skills.”
It highlights research and theory from multiple sub-fields that might be relevant to combinations
of motor and verbal skills, including discriminations and combinations, similar to those taught in
Precision Teaching classrooms. It summarizes relevant effects and findings.
The second chapter explores implications of using Skinner’s variable, rate of response, as
a measure of skill proficiency – a term used by Precision Teachers at the time. It draws on
precedents in learning research, and presents some pilot research from our lab classroom.
The third chapter traces the evolution from rate of response in the laboratory to standard
celeration charting and Precision Teaching in the classroom. It introduces the term fluency, and
summarizes our research program in the Behavior Prosthesis Lab within the framework we
developed of “four kinds of ceilings” limiting student performance that emerged as we measured
response rates (i.e., behavior frequencies) in the classroom. We hope that this backgrounder
might be helpful to scholars and practitioners in Precision Teaching and related fields.
NOTE: Please pardon use of the term retarded as in retarded students, or severely
retarded, in chapters II and III, written in an era when that term was accepted practice among
educators and scholars, an advance from previously used terms, idiot, imbecile, and moron.
Contact the author at [email protected]
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Rat,iglule
From lAboralorv to Classroon
After rore than a decade of human operant condilioning research in
the LaboraLory, Lindsley decided to take the rationale and measurement
technol-ogy of an experimental analJrsis of behavior into classroons. His
first paper in Lhe fie}i of educalion (Lindsley, 196l+) began:
ChilCren are nct relardeC. 0n1y their belavior in average envircn-
menls is somelires relarded. In fact, it is nociern sciencets abil-iLy
lc design suilaole environments for these children lhal is relarcied.f t ^\\p. 1.)
laboralory analyses of retarcied behavicr (Barretl & Llndsl-ey, L952), eon-
vinceci Lindsley that the melhodology of behavior analysj-s could be applieci
in classrooms.
A primary ingreciien+- of an experimenlal analysis of behavior is the
dislinction oetween operalions and functions. Operalional definillon des'
cribes a serj-es of evenls, or op€rations, which the experinenler arranges
in lhe hope of affecti-ng lhe behavior under observalion. Through systematic
manipulation of operalionaliy defineci events, in conjunclion wilh behavioral
measurellrcnL, the scientist nay discover functional relalionships between an
individualts behavj-or and environnental events (Skinner, t953a, p, 35). Be-
cause nany educators (anri even behavioral researchers ) have faileci Lo riis-
tinguish between operations and functions, Lindsley (ntt!) expressed rrthe
for:r-componenl operant behavioral equationil in Lwo different forms. The
form coresponding to operational definition is:
EAMAES.
In tenporal sequence, an antecedent event (EA) o"c.,r" before a grovenrenl (M)
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 49
on the part of lhe individual. The movenenl is then followed b.y a subse-
quenl event 1nS; *:-tt', a particular arrgneement (A).
In an experinrenlal analysis, the sei"entisL nay verify lhe functions
of these events. Accordingly, the second forn of the eqr:alion is:
S R K C.
Ant,ecedent events may funclion as stimuli (S), controlllng probability of
response. Movements nay function as responsgs (R)roperating on the envir-
onmenl to produce effects. Subsequent events nay function as acceleraiing
or decelerating consequences (C), if Lhe fllanner in which they are arrangeo
to follow movenenLs functi-ons as a ccntinsenc,v (X) for lhe behaver. i'Iith
thi-s enphasis on funcLional analysis, Lindsley proposeci an approach to edu-
cation, baseci on neasurement. Lindsley used the term moverpnt cyc1e, Lo
describe potentia!- resFonses. It nray be coincicienlal thal lhis term also
appears in percept'aa}-nolor learning Ii-leralure (".g., Fitts , 1'951+). There
was a prececient in labora+"ory operanl condiLioning for stutif ing repeaLable
movenenls which coulci be counled by aulornaLic apperatus. Lindsley and his
associ-ates argueci thal such movenent cycl-es, rather than bodi1l' positions
or orientations (",S., rrkeeps hancis in lapt'), constituled the most imporLanl
targels for applied behavior analysis.
UnLike other behavioral psychologisls who have moved from basie research
into application, Lincisley di<i not seek recipes for bel'.avior change. In
faet, this may be the major difference belween hi-s "precisi-on teachingrl
approach and other forns of applied behavior analysls. Emphasizing the in-
dividual organi-sm, as Skinner did (tgSS), Ll-ndsley reasoned that effeeLive
educaLion musl take individual differences lnto account. He argued thal
instead of recipes, educalors need a measureuenl system sensitj-ve to the
effecliveness of individualizeti proceciures (Lindsley, t972). llith such an
approach, teachers would be able to discover which procedures are functional
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 50
for which individr:al-s, anci perhaps finci eengrglly effeclive proceciures as
wel1. The method, like Lhal of an experimental analysis of behavior, was
to be strictly inductive.
Measuremgnt as a Cownunication Device
In an analysis of behavior, rleasurerenl functi-ons as a conmunicaLion
device in two ways, First, lt allows the behaver to conmunicate to the
behavior analyst (Barrett, L9?7). Skinner (t948, p. 2S9) argueci that the
t'organisn is always right. t' 0r as Lindsley (nZZ) put it, in the eciucational
context, "The child knows besl. " The poinl is that measurenenl reveals the
funelions for the behaver of events aruangeci by the educator or scientist.
ft allows the scientist or educalor to ciecicie whether or not specific pro-
ceciures are effective, or funclional. In addilion, measurement funclions as
a rnedir:m of conmunlcation among behavior analysts, all lhe more so with
stanriardizeci forms of measurement. The cu,nulative recorci, for exanpJ-e,
provides for exlremely efficienl cornmunj-calion among experimental behavior
analysls. One need only know lhe sLep-size and paper-speed lo be abl-e lo
interpret a cumulative record. Because cf his long experience with cumu-
lalive records, Lindsl"y (L972) deci<ied to design a slanciard behavior charl
for educalors anci other behavior-change agents.
The Slandard Behavior Clart
Although j-t is eurrently in its ninlh revision, the Standard Behavior
Chart has renained essential-Iy the saroe since its invention in !965. Il
a11ows for a standardized display of any countable behavior, thus proviciing
a neans of efficient cornmunication anci a framework for viewing a range of
research questions and behavioral dimensions. The following ls a sulnmary
of its basic riisplay charaeleristics and suffrary qr:antifiers. For a IIDre
thorough discussj-on, see Penrypacker, Koenig, and Lindsley (1972), l{hiLe
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 51
anci Haring (tqZS), or White and Liberty (WZq.
Cal-gnslar Base agd Synchronization
Because the Standard Behavior Chart is based on ealendar days, not
sessions, one can observe the effecls of intersession intervals. The Daily
Behavior chart, spanning 1l+0 days, is especially varuable in school app-
licat,icns. (There are also weekly, monlhly, anC yearly versions. ) In
North America, it is convenLional- lo begin the first charl of the year on
the sunciay before labcr Day (wnite and Haring, 1975). Especially within
a given progran, school, or research projecl, such eal-ender synchroniza-
tion is useful for exarnining paltems of behavior across behavers, or within
behavers across behaviors. Oflen it is possible to ciiscover behavioral
eovariation simply cy superimposing two cr more charts on a light-bcx.
Count Per Minule Crdl-nate
?he Daily Behavior Charl reduees all data tc count per nrinule. Lincisley
adcpt-s6 the response rale nieas'Jre which had been so useful in laboratory
operant conditioning (Skinner, 1aio, Iqi3c, 7q56).
Dr:ralions. iatencies. Reccro Floors
It is also possible to record periods of tirne on the Standard Chart.
Sinee rate is the reciprocal of duraLion, iime measurernents may be charieci
as lhe rale corresponding to one response in the specified amount of tirne.
For example, a duration ol t2 seconds woulci appear as a count of 5 per nin-
ule. A duration of 10 minutes woulci appear as .10 per rninule. A latency
of 25O nilliseconcis would appear as 2lro/frnute. The lg|@ or cougUlns
period floor represents the length of the recorciing period. It is inporlanL
to be able to graph this dimensi,on along with counts per ninule. The endur-
ance data in Chapter fI provide one example of how these two measuremenls
t*ig\ be functionally relaled,. It is conventional to chart the record floor
as a srnall dash for each day on which rale, latency, OT ciura$ion ciaLa, are
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 52
also charted. The recorci floor enables the charler to make judgmenls abou+-
measuremenl proceciures. A time period may be too short to pernrit observa-
tion of any insLances of comparati-ve1y 1ow-frequency behaviors. Systematic
variation of lhe counling period a1lows calibralion of lhe nieasuremenl pro-
cedure. Comparisons of rates oblained across a range of counting periccis
yielci informalion about appropriate observation or practice ciurat,ions.
When an observati-on yields a count of zero for a given counting period,
the charter puts a queslion-mark just below the reeorci floor. This conven-
ti-on aeeentuaies lhe fact that a longer observation period might have yiekied
a counL grealer than zero.
A zero-counl for 5 rdnules is di-fferent from a zero-count for one hour
in lhal a respcnse which occurs, sBX, 10 tines per hour nfght not occur al
a1I iuring a 5-ninute observation. This is similar to lhe properly of per-
centage correct measuremenl whereby lhe number of opporlunities to respond
det,err:n-ines the size of possibie percenLage increnenls. It is inpnssible lo
achieve a score of 25'1 ccrect when lhere are 10 cpportunilies to respond.
While anci Harine 0975) have calleci the incremenl-size on the percen+- scale
a percen+"aqe recorci f lcor.
l,ogaritlnric Tra$;fornration on ihe Orciinale
ialhereas the calendar base is an equal-interval scale, the ordinale of
the Standarci Behavior Charl is logarithmic or equal-ratio. This character-
istic of the charl has several acivantages.
Wide ranqe. The ordinate spans a range fron 10Cr0 novernents per ninute
to .OOO495 novenents per ninute, which is one response per day. Although
such behaviors as silent reading or nasterful banjc-picking rnay occur aL a
higher rate than 1W0 per ninute, mosl skilIs are within the 5-cycle range.
Thus, virlually any huran response rale nay appear on the sare chart, for
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 53
convenience a6 we1] as for comparison.
&curacy Ratios. Precision teachers chart rates of eorrect responses,
errors, prompted responses and other categories of skilled perfornance as
separate points on the sarne day-Iine. Rate neasurement allows independenl
analysis of lhe probabilily of each category of response. This is not poss-
ible with percentage neasurenent.
The logarithnic ordinate of the Standard Chart nakes i* possible to
express accuracy as a ratio, Thus, rate of conect responses nay be a
multiple (".g., x 2.0) or a fracLion (e.g., * 1.5) of the error rate. Such
Iaccuracy ratios quanlifyf.ccuracy, independenl of rale (Pennypacker, el. aL.,
It972), Standard. Chart represents a given accuracy ratio as a vertical dis-
tance belween the poinls for eror rate and rate of conect responses on a
particular ciay. For example, a x 3.0 accuracy ratio (75% corcect) appears
as lhe ciistance between 1.0 errors per ninule anci 3.0 correct responses per
minute, 5.A and 15.0, or any other nultiple ofx 3.0, These distances are
Lhe same on lhe logarithnric ordinate.
ff t,here is a zero count for a category cf response, lhe value of the
record floor is used in place of zero in compuling the accuracy ratio. This
is reasonable since a longer observation period with a counl of no erors,
for exanple, verifies a greater ratio between correct responses and errors
than does a shorler period. The effect of this convention is to provide
a scale of accuracy which goes beyond 1001 correct. For even wlth a count
of zero errors,lt is possible either to inerease the rate of correct re-
sponding or to increase the duratj-on of errorless perforrnance. Either
change would increase the accuracy ratio.
Trends or Drogress lines. The logarilhmic ordinate allows for the ex-
pression of trends as ratios. A rate of behavior may multiply (accelerate) or
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 54
divide (deeelerate) to over lime. Trends are expressed as rcel.erations
cn the SlanCari Chart, and a given treni (".g., x1.50) appears with the
sane slope anJnlhere on the chart, irrespective of its starting-point.
fn general, users of the charl apply the procedures of resistanl-
fit explcratory data analysis CFnkey, 1977). That is, they use nedians
ralher than means as indieators of central tendeney, guarters ralher than
standard deviatlons as indiealors of dispersion, and so forth. These
technlques noderate the effects of unusuaily hi-gh or low perforrances on
the overall analysis, anci they enacle charters to use simple nechanical
melhods lo surmiarize data. Among these Lechn-iques is lhe quarter-j-ntersecl
raeLhod of drawing rceleralion lj-nes (','ftite, Nole 3: Pennypacker, ei al.,
tq72: itrhite and Haring, I975). Quarler-inlersect lrenci li-nes, when assigneci
rceleralion values (".g. x3,O, *1.50) sunmarize the effecLs of proceciures,
anri inciiviciuals I behavior change over pericds of tine, ft is possible lo
summarize a given project, phase, or course of behavior change by stating
lhe sLarling rale, rceleration, and ending rate.
Variabilit.y as a ralio. Having obtained a rceleralicn 1ine, i-t is
then possible to draw an envelope of two l.j-nes, para1lel to Lhe rceleration
Llne, whieh encompasses all or any desired percentage of the data polnls.
&u"ig (note 4) and Wtrite(Note 5) analyzed the effects of trimning various
percentages of data poinls from the envelope. Their findings were similar
to the general conclusion (e.g., Wainer, 1976) that trimsiing to 5a-75% pro-
vides a stable , yeL still representatj-ve value. Pennypacker et a1. (tgZZ)
reported that on the Standard Behavior Chart hurnan behavj-or frequencies show
a high degree of homogeneity of variance. They wrole:
This observation, combined r+ilh the fact that increases or decreases
ln behavior frequencj-es are accurately described by a slraight celer-
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ati,on 1ine, allows us to make surprisingly accurate preciiclions
using these sinple chart procedures. Charting behavior frequen-
cies on anything other than a rati-o scale would require us to re-
sorl to extremely complex malhemalical operations for raking these
sane prediclions. The exlensive historical use of non-ratio charts
in psychology and education probably accounts for the facf that
very little hifherto has been acconplished in the area of predict-
ing hu:nan behavior, despite widespread agreement that such predic-
tion is both possible and desirable (p. 1W).
The envolope of bounce can be summarized as the ratio of lhe upper lo lhe
lower boundaries. We find, for example, thal the normal aciult population
exhlbils a range of beLween x1.50 and x2.50 on mosl well-practiced associ-
ative skills, whereas handicapped populalions rnay vary a great deal more.
Haring (trtote 5) used 5Ofr envelopes of bounce to dislinguish between severely
hanCicapped sludents wilhrrcompliance problemsil and those who did not exhibit
such irregular response to inslructions from day to da,v in inslructional
programs.
Change in rate as a ratio. A given change in procedure night pro-
duce an incrennental- change i-n frequency, or rate. For example, the change
fron lrials procedures to worksheet perfornance in the reading program des-
cribed in Chapter II r*as a frequency multipller of approximately x3.O.
Change in trend as a ra'b:!o. A given change in procedure may aller
the celeration. A tceleration multiplj.er is an index of this change. If
the two tcelerations have the same sign (x or i), one divicies the larger by
the snraller and gives the quotient the sign of the change ("x" for increase
toward positive slope, "i" for movement tor*ard negative slope). If the
signs of the tworceleralions differ, one aultiplies lhe two and gives the
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product the sign of the change (pennypacker et a1., rg72),
Change in accuracv as a ralig. A given procedure nay prociuce a change
in aeeuracy. An irnprovement indgx is a rceleration nultiplier of the correcl
rate cereraLion and the eryor celeration (pennypacker et al., tgTz).
fn sununary, the logarithnlc ordinate of Lhe Standard Behavior Chart
offers a suostantial number of practieal acivanlages. The chart is a toolof great versatility and efficiency for the analysis of behavior and forthe conrn'"rnication of results.
fs the Semi-loqarith.nic Charl BesL?
Scientlst-s transform numerical dala when the transformatiotroviciesradvanlages for graphic or stalislical analysis, or when they bel-ieve thal
the chosen lransformation represents a more accurale model of natural phen-
omena. in the ease of the Stanciarii Behavior Chart, it, is clear thal the
logarithnic orciinate anC linear absci-ssa offer importanl practical anci ana-
lyt,ic advanlages. Nonelheless, il is still possible to question whether
the seni-logarithmic riisplay accuraLely models changes in response rate over
tine.
There are a variety of possible objeclions to using a seni-Iog charl
rather than one with a linear ordinale. The mosl obvious is that the raLio
chart obscures snrall differences between comparatively high response rates.
For example, whereas, the difference between 10 and 20 per minute is clear
on the chart, it is nearly impossible to distinguish 520 from 530 per ninute.
fn equating proportional rather than absolute (or interval) changes, the
logarithnric ordinate models the assumption that behavior rates change i-n
ratios ralher than in intervals. This assumption is egpecially evident inthe use of quarter-intercept tceleration Lines to sumnarize trencis.
The relevant statistical questions are whether the logarithnic ord-
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inate preserves honogeneily of varianee across changes in 1evel, and
whether exLensions of tceleralion lines, baseci on logarithnically trans-
formed data accuralely predicr the future course of behavior.
Koenigts (gZz) doctoral lhesi-s acidressed jusl lhese quesLions.
From published reporls anci fron a compulerized I'bankrr of hunan response
rate infornation, he gathereci 11186 sets of data. Each sel included be-
tween 20 anci 29 days of ciaLa with an average chan6re of al least 1Of per
week (*l,b o*;1.10 fceleration). He founci that trenci lines drawn lhrough
these dala sets, by eilher qr:arter-inLersect or least squares regression
nelhods, bisected gOfr of lhe poinls in more Lhan 90% of the cases. He
found thal changes in range between firsl and fourth quarters were less
Lhan IO% in more Lhan 50% of the cases. And 5 Lo I riay projectj-ons of
variance enrie]6pss from lhe firsl 10 to 14 ciays of data eneompasses 7O,f,
of the points in more lhan hal-f the eases. These ciala suggest thal lhe
logarithmic lransforrnalion is appropriale for hurnan response rate ciala.
Morecver, Koening (8lZ) found lhat lhe quarter-inlersecl method was as
aeeurate j-n sunmarizing the dala as the leasl sguares regression technique.
One of the impii.cations of Lhe logarithnic transformalion of re-
sponse rates is that a given absolute increase represenls a greaLer change
from a lower rate lhan from a higher rate. This is a reasonable assump-
tion. A student who progresses frour five to len problems completeci per
minute seems, inluitively, to have nacie greater progress than one who
rnoves fron 50 to 55 per rainute. The first is a 1o0S (or x2.o0) l-ncrease,
r+hereas the latter is merely a tO% (or x1.10) inprovement.
0n the other slde of the transfornation issue there is the possi--
bilily that a power, or 1og-1og chart may fit human rate ciata better than
Lhe semi-logarithuric chart. Snoddy (tgZ+) originally suggesteci thaL the
typical shape of the learning curve for highly coherenl speed skills such
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as typing, telegraphy, and i-ndustriar assembly is the power function,
accoriiing to which logarithmic incremenls in anount of praclice result inlogarilhnic gains in speeci. Blackburn (1935) came to a sirnilar conclusion
about the effeets of praetice on the rate of solving menlal arilh,qetic
problems. Klennrer (tqtZ) reporled dala showing lhat reaction times insinple perceptr:al-nrotor tasks fo11ow the same function. Anci, interestinglyenough, some researchers in the precision Leaching fielci have suggesteci
that the 1og-1og scale rnay actually fit classroom data betLer than the
log-inlerval SLandard Behavior Chart (White & Billi-ngs1ey, Note 8). They
have found that il is possible tc rake somewhat nore accurate preciictions
and decisions about performances in lhe proficiency-buil.ding sLage of
learning from dala plolted on 1og-1og charts.
ft rnay be thal the iog-Iog charlrs advantage appears only toward
the highest leveIs of proficieney, where physiological llnits, or limitsimposed by component skill deficirs, creale an asymptote. At that, point
lhe greater curve-straighLening ability of the 1og-1og scale erases such
a natural ceiling effect.
For the behavior anal;'sl interesteci primarily in pragmatics, the
l-cg-i-nlerval seale has decided advanlages. ltlhereas on the interval calend.ar
base il makes no ciifference where fhe course of behavlor change begins, on
a ratio scale lt makes a great deal of difference. In practice, then, 1og,
1og charts could not be calendar-sJmchronized across behavers and behaviors.
Although the power function on the 1og-1og scale allows for a sinple trath-
ematical model, the power chart lacks neny of the useful ratio properties
of the Stanciard Behavior Chart. If al sone point it becomes obvious that
the power charl is a better fi-t, then perhaps it will be possible to resolve
the practieal difficulties. In t,he rnean time, collecting response rate dala
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 59
and charting thern on a mechanically powerful char+, is a giant step aheaci
in the sl'ody of associative skilIs, Besides, it should be possible to
discover nany funclional relations, even if the fit is not optimal at allpoints along the course of skil1 developmenl,
Agsessrpnt. fnstruction. and C'.rricu1u8
Preeisj-on teaching has been largely an oral traciition with rela-
lively few publications in acadenic Journals or books. Most people in lhe
fielci are teachers or teacher-Lraj-ners, of whom few have any motlvaticn to
publish. There have been a large number of unpublished rnanuscripls, theses,
and working papers, but even the most reeent cf then do nol reflect the
state of knowledge in the fielci. Lindsley +-rained a mi,nbers of Ph. D.ts
at the universily of Kansas, and Penn.ypacker has done ihe same al the
Universj-ty of Florida. irlhite, Liberty, Haring, and their associaLes carry
on an aetive program of research at the Universily of Washington. But, for
the nosl parf, fieldworkers have been lhe main conlributors. School dis-
tricls in washingtcn, oregon, Kansas, Florida, Monlana, and onLario are
among the proni-nent centers of precision teaching activity. What follows
is an attempt to outline the rnajor methocis and finding+f these various.,groups of people r*ho cornmunicale largely by mouth anci with dala on the
Slandarci Behavior Chart. Being strictly functionalist in their orienta-
tion, they generally express their findings and results as empirical gen-
eralizations. Nevertheless, teachers and habilllators of any theoretical
persuasi-on can and do use the Standard Behevior Chart.
Experimenlal Methori
Precision teachers generally use sonn form of plal gheet (Kunzel-
rlann, Cohen, Hulten, I,lartin, & Mingo, 1970; Wirite and Haring, 1975) which
descri,bes the sequenee of antecedents, moverents, arrangements, and subse-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 60
quent events that appear in a parlicular training proced.ure. Data-based
decisions about individual progress leaci lo changes in the plan. Thus,
precision leaching incorporales the basic ingredients of experinental
nethod. fhe plans and charts are often organized into a standard fil-e
systen for a given classroom or child (Binder, Note 9).
Channels Termj-nology
Many precl-sion teachers use a ternainology of ehannels to categor-
ize tasks. They classify lnput channels into such categories as t?hearrr
'tseertr rrtouchr tr lrmarkr " "dortt rrthinkr,, anto forth. For example, oralI
reading is a see/say task, as is naning cbjecls, numbers, cr eolors. si-lent rea'ding is see/tirink. Spontaneous speeeh is think/say, whereas an-
swering queslions nrigh+- by see/say or hear /"^y, ciepending on whether the
questions uere writlen or spokan. These categories are very useful fordiagncslic anal5r5is of skills since specific defici+"s nay appear in eilherinpu',, output, or bcth. They are also useful in the development of skil1taxonornies. (",g., Kovaks, Note 10).
Basie Measurement Techniqueg
Precision leaching generally involves daily measurenent. Because
ehildren as young as five years o1d can learn to counL, lime, and chart
their own performanees (tsates & Bales, 797I), nost non-handicappeci children
measure their own behavior in cooperation with peers and under the super-
vision of teachers. Most skill assessnents are probes ranging fron 15
seconds to two minutes in driralion, depending on the skj-I1. Usr:al1y there
are instructional and practice periods in addition lo the neasuremenl tines,
although nany skills show satisfactory growLh wilh only a few ninutes of
practice per day. Assessment periods are fj:<ed durations from day to day,
nhenever possible. This practice ensures a nore rellable assessment.
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 61
As much as possible, teaciring and rneasurenenl procedures are oesigned
so lhat lhey do not l-npose ceilings on performance. For example, spelling
tests are given in a irfree dictationt' mode (Haughton, 1972). Rather than read-
ing a word and then waiting until all children have completeci their alLenpts
to spel1 it, the teacher simply reads the words at a norrnal speaking frequency
and allows children to seleel words, write them ciown, and lhen lj-slen for
others. In thi-s way, all stucients have enough to keep them busy, anci they
can each demonstrale their own, self-paced proficiency. Many skills are
seefwrt'-e tasks. Worksheels allow students io move at lheir own pace and to
work in whal sequence lhe;r choose. In thi-s way lhe precision teaching class-
room conbines the best aspecls of so-calledtrfree" school-s anci Lhe rigor of
data-based i-nstruclion. The teacher becores more of an adivsor to individuals,
involving them in the day'to-day decision-rnaking proeess, than a group l-eclurer.
Sludenls learn self-rnanagernent, and are moLivaled cy their own pro$u". Timers
anci counlers of all kinds abound in such classrooms.
Early Dlscoveries
Rela'"ive unimFnrlance of consequenges. Slnce Lincisley and many of
his early assoeiates were operanl conriilioners, lhey originally emphasized con-
sequences are necessary bul nol sufficienl conciilions for skill developmenl
(Haughton, L972). Alfhough precise use of functional consequenees can produce
acquisition of skilI, the early *orker$ounci lhat students would often conlinueI
to exhj-bit rather low rates of performance in spite of fixed ratlos of rein-
forcement anci other arrangernents. They came to mueh the same conclusion as
Llnderwood (1955) who said, i-n sunnming up a sJrmposium on ski.Il acquisilion:
No participant in the conference seerned inpelled io defend the prop-
osition that reinforcement in the classical sense should enler as a
major Lheoretical notion into theorles of ski11 learning. The anal-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 62
ogy between the animal learning laboratory and the skills laboralory
can sometines beeonre quite close, as for example, in the use of in-
formation feedback in sinple positioning rnovements. Nevertheless,
the consensus seems to be that sueh feedback is best eonceived as a
reans of defining to the subject the nature of the response to be
learned rather than as a reinforcing event in the classical sense.
At least with nonhandieapped children, consequences seered to be primarily a
way of naintaining praclice ag a task. Sone sinple meLhods of ciifferential
reinforcement of high rates boosted childrenrs proficiencies, but nol nearly
so mueh as careful sequencing of anlecedenls and lhe developnent of prerequis-
ile mcvemenl c.ycles.
Resqgnse:response relationships. Haughton (t972) recounts how early precision
teachers firsl became aware of the importance of high levels of proficiency in
tool skills, basic movemenl cycles which conslitute lowest conmon denomi-nators
across acadenic ski11s. He and his associates underslooci the basic principles
of task analysis, and thus had oegun to carefully sequence prerequisiLe skil1s
in order lo naxinize positive transfer. But they had not yet learned the im-
portance of high levels of proficiency in the basics. It became clear, for
example, Lhal students shoulci be able lo think/write lrs and Ofs very profi-
cienlly in orcier to be able to progress smoothly fhrough a printing curricu-
Ium. They began to see that reading words quickly -- any words -- was an
important prerequisite for moving on to new material. Proficient speaki-ng,
think/say sounds, is prerequisite to proficient reading. Arui students shoulci
be able to see/say numbers and thinkft;:i-Le numbers quickly in order to progress
smoothly through an arithnetic sequence. Thus, even though they had been
measuring response rates from the very beginning, the early precision teachers
took sorne time to ful-1y appreciate Lhe inporLance of high rates of responding.
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 63
Even thcugh lhey were neasuring rates, they were slill thinking in terms of
absence/presence of behavior, or percenlages. But 1n lhe early 1970,s they
becane aware of what have more recenlly been lermed deficit-irnposed ceilines
(Binrier, Note 11).
There are at leasl four finds of ceilings which inpose linits on lhe
growlh of proficiency. ft is necessary lo remove lhe measuremenl-imposgci eeil-
in€ in order to inspecl a studentts skill proficiency beyonci rere acquisition.
Changes in procedure remove teacher-impogeci ceil-i-nFsrallowing sLudenls to per-
form at lheir cwn pace. It then becare obvious that ihere are rieficil-iroposed
ceiLLnFs, created by lack of profici-ency in importanL prerequisile rnovement cy-
cyles. For example, stucients who cannol proficiently fill a conlainer with
objecls will experience difficulty in sorling lhe objecls int,o ciifferenl con-
lainers. And filling containers nay be constrained by cieficits in reaching,
grasping, placing, or rel-easin,q objecls. Simi-1arly, 1ow rates in writing cr
prinling letters will constrain lhe developmeni of proflciency in free-diclation
spel-Iing or any other wri',i-ng lask, With physically or menlally hanciicapped
ehildren, it may be lhal cerlain irrenediable lirnils, called stucienl-defined
ceil-inss (Binder, Note 1l-), will impose permanenL li-rnils on the growlh of
certain skj-lls. In that eventrit will be necessary to provide prosthetic
training, or proslhetic environments (linastey, 1951+),
In short, just as perceptual-notor ski11 researchers (Bitoaeau &
Bilodeau, 1951+i Gagne, Baker & Foster, 1950) had founci thal irnproving the per-
fornance of a less proflci-ent component, even at the expense of practice on a
more proficient one, could boost over-all task proficlency, so the precision
teaehers discovered the iniportance of proficiency in response-response rela-
lionships. This is also consistent with Barreltrs (llote t) f:-nAing that sore
severely retarcied subjects could learn discrinlnations as thoroughly as any
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 64
normal aciult, but, that they were deficlent in response rate and Lhus took
l-onger to acquire the discriminaLions.
Fluenc.y Aims
Precislon teaehers fornalized their findings about the need for high
leveIs of component ski1l proficiency in terms of fluenc-y aims, or response
rale cri-teria (Haughlon, L9?2). They began systematically to determine the
rates at which students nust perform component skills to progress snroothly
from aequisition t,o proficieney, or fluency, in subsequently learneci ski-l1s.
Often charls wouli indicate that sludents were having difficulty in ,Cevelop-
ing fluency in particular ski1ls. Slepping back Lo prerequisite skills anci
boosling proficiency often eLiminated. this difficully on relurn to lhe sub-
sequenl step in the sequence. Thus, teachers began to discover nininum f1u-
ency aims for each step i-n well-ordered skil1 seguences. They then were able
tc cievel-op assessmenl stralegies based on these aims.
St,arlin (tgZZ), for example, devei-oped assessment invenLories fororal reading, basic computalional skills, and spelling. Her slrategy was
baseC on three levels of assessment. An inveltory leve=1 would consisl of a
relatively large sLiee of the material, for exarnple, addition sufits fron 0-9.
The scregning level incluCeC smaller slices within a given inventory, for
example, sums fron 0 Lo 5. Fina11y, the item Ievel included cumulative sets
of specific llems within a screeni-ng, for example, sums involving only the
addition of 1, 2, ar:'ri j, In reading.and spelIing, the leve1s would be deler-
rdned by phonetic regularities, length of words, and so forth. Starlin fearned
that certain ranges of performance could guide the teacher j-n selecting the
appropriate leve1 of instruction. fn oral reading, she found thaL a perfor-
mance of fewer than 2O words per ninuLe indicates the neeci to sU-ce back_to
a sraller amount of material, perhaps from the inventory level lo a screening
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 65
Ievel. And a perforuance of 50 to 1CO words per ninute indicaled that students
could practice independently and continue to improve.
Minimu:ro ains for application or transfer. Thus, teachers discovered
the need for establishing mlninun rate ains to ensure snooth application of
component skills to subsequenl composite skills. If we think of response rate
as a measure of probabilily, this flnding sinply elucidates the requirenenl that
skills occur with high probabillty under appropriate eonditions in order for
combinalions of those skills to occur with high probability. This is perhaps
the nost basj-c finciing of precision teaching. Anci it is a principle with
broad generality, applicable to a range of issues in ti:efstudy of associaliveI
skills. It is founded on the use of response rate as a rpasure of such
skiIIs.
Endurgnce and retention. High levels of fluency also appear to be
necessary for endurance, or nainlenance of fluency over comparatively long
periods of perfornance (Haughton, Note 12). After students develop high
levels of proficiency in short assessmenL periods, they becone more capable
of pracLicing on their own for longer periods of line. Haughton has estinated
that, to be capable of pracliclng skills w'ithoul supervision, students shoulti
be able to perform those skil1s at at least one half the fluency stanriard.
Otherwise, they will decrease their performance rates in the absence of super-
vj-slon. Endurance and the rnalntenance of frattentionri to task appear elosely
related, aspugg""ted ln Chapter II. Haughton (Uote 12) clalns that retention
is also reLated to fluency, and }'lhlte and Harine Og16) suggest that failure
to naintain skills may be due to lnadeqr:ate levels of proflciency, There may
be two dimensions to these related observations. First, high probabilities of
performance nay be related to retention in the traditional sense. ThaL is,
skilts which are well established in the first place are less likely to be for-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 66
gotten during a period of non-use.
High levels of fluency probably rnake their greatesl contrioution lo
retention by enabling studenls to naintain ski1ls through application in higher
skills. BarretL (L977) suggested that in a well-designeci ski11 sequence, rrsince
every skil1 in the sequence is a component of or a contributor to the skitl
above it, skills learned early in the sequence are, presurnably, being used re-
peatedly and therefore shoulci not di-sappear fron the behaverts reperloire.r'
Norgs. fluency. anci mastgrv. Cert,ain levels of perform€Lnce are nec-
essary for efficient, effeclive use in appropriate appl-cations. People who
read aceuralely, but slowly, experience difficully when they have to use read-
ing skills in educational or occupational- settings. This is a particularly
good reason for moving beyond mere accuracy measurement and for removing leach-
er-imposed ceilings. Furlhermore, slow readers do nol generally read for rec-
realion and lherefore do nol naintain whatever ski11 they once attained. Sim-
i1arly, retardeci Frsons who are capable of making change accwately, but very
slowly, are unlikely to nai-ntain the ski1l. Instead, friendly or impatienb
shopkeepers will probably do it for then. A defini-lion of fIuenc.v, then, is
the rate at which skills are effeetive and relatlvely efficienl. Dysfluency
is defineci as a rate aL r*hi-ch ski-lls are i-neffeclive.
One way of determining minimr:m flueney standards is to assess people
assurned to be nornal in their perfornance of ski1ls. Thus, precision teachers
have gathered data to establish norms (Barett, L979). Adult norns are the
usual standards of fluency, although teachers often use peer norms as ways of
estabLishing age-appropriate ains (Cnifa Demonstration Prograns, Note 2; While &
Haring, 7976).
Because norng seldom represenl levels of ski1l nastery, another approach
(Haughton, Note l-2) seeks to riiscover the levels at which truly exceptional
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 67
lndividuals perform skilIs. With these as aims, it nay be possible to develop
true maslery in large numbers of individuals. In fact, whereas Haughton (nlZ)
previ-ously set 1O0 words per rninute with fewer than 2 errors as an airn for be-
ginning readers, he now suggesls an aim of 200 to 3OO per minute as an appro-
priale level (Haughton, Note 12). Alt,hough it may be dangerous to set aims
too high, it is certainly ciangerous to set airns too low.
Decision Rules
The Standard Behavior Chart forms a basis for educational- decision-
naking. But il does nol nake the decisions. Teachers musl do so. And in
orcier to increase the frequency with i*hich teachers make data-based instruc-
tional decisions, a number of precision Leachers, especially Kat,hleen Liberty
anci Owen White, have been workingr to develop a series of decision rules based
on palterns of data points on the chart.
Freschits (f9?4) di-scussion of precision teaching represents the
least formal approach to decision-making. Teachers simply inspect charled data,
noting whelher rales of eorrect and ineorrecl responses are changing in the
desj-red ciirections, or nol. ff they are, the teacher continues the curenl
plan. If nol, the plan is changed. Although daily data collection and data-
based decisions in this form represenl a major acivance over typical educational
procedures, nany precision leachers nonetheless make very few declsions, allow-
ing procedures to continue wlthout change even r+hen ineffective.
Noting ihis low frequency of decision-making, Liberly (tlote f3) in'
vented d-vnanic ai4g, or progress aims, This procedure involves specification
of a fceleralion, or rate of change, according to which teaehers can Judge
whether adeqr:ate progress is occurring. Liberty analyzed data on several hun-
dred charts including all kinds of skiIls and children of aIl ages. She found
that of those students whose progralns produced @ progress, 5O16 shor*ed growth
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 68
of x1 .33 or better on acceleration targets anci :1 .l+6 for deceleration targets.
Aboul 53% progressed at x1.25 for acceleraLion, 56% aL +t.Zj for deceleralion.
She suggested 1.25 as a nlnimum tceleration. After collecting three days of
data and finding the nidpoint,, teachers using ciynamic ains draw a tceleration
Ii-ne fron that point toward the fluency alm on the chart. If on more than
three days in a row, the sludentts rate fa1ls below (or above, in the case
of ciecelerations) tne dynamic aim, the teacher chan6ies the p1an. Teachers
rnay learn thal sorne chlldren are able to change faster than 25% per week, and
thus establish indiviciualized progress aims for such children. But the xL.25
or i.1.25 rule is a useful first choice for rni-ninurn fceleralion.
The use of dynamic aims substantially increased the frequeney of de-
cislon-makine (Haring & liberty, Note 14), but it still does not suggest what
ehanges are l-ikely lo produce the desired effect. Should the teacher alter
the consequences, slice back on the content, step back lo an easier skill,
or alter the instruclicnal procedure? A five-year research project, curenlly
uncier way at the University of Washington, is designed to sol,ve this problen
(Haring, Note 15). With Lioerty as its coordinator, this project has speci-
fied and repeatedly revised a seL of rules according to which teachers can
make the change mosl likely to succeed. Afler drawing splil-nriddle fcelera-
tion U-nes lhrough patterns of correcl and error rates on the chart, teachers
refer to these rules, whi-ch suggest the appropriate change for a glven pattern
of accelerations and/or decelerations of corrects and errors (Haring, Note 15).
0ver the several years of the proJect, the researchers have collected data on
the successes and fai-Iures of each suecessive rerrision of the ru1es. The most
recent seL of rules predicted the effects of plan changes 5-n an average of 68%
of the cases, across the various categories of change.
Although the University of Washington group has also attempted to de-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 69
rive such rules on the basis of percenlage eorrect data, lhey have been unable
to cio so.
Diasnostig lPre s :rlptiveJs s es sments
Establishnent of fluency ains and the developlent of decision-making
rules has allowed precision teachers to carry out precise diagnostic/prescrip-
tive assessnents. The sinplest form of assessnent involves a few daysr co1l-
ection of data, and comparison with fluency ains and/cr peer ranges of perfor-
nance across a selection of skills. Even one-day samples ("snapshotst') are
useful in this regard (".g., Haughton, Note 17). fl is possible to apply this
form of assessnent within a classroom, in an entire school, or across several
school districts (Ctr:-fa Service Demonstralion Prograrns, Note 2).
However, it is far rnore useful to select a set of componentl pr€r€q-
uisite, and conposite sk1l1s in a given currieulum area, and then assess stu-
dents for 5 to L0 days on those skills. In that r*ay, not only levels of pro-
ficiency, but also tcelerations over the duralion of the assessment period,
al1ow teachers to decide where to place students in a given curriculum and what
cieficits to remediate (Wfrite & Haring, 1976). This approach represents a sub-
stantial improvemenl over traditional forns of stanciardized assessrnent. Il
allows students to demonslrate profi.cieney Ievels on speclfic skills, with re-
peated opportuni-ties, over a reasonable period of tine, Anri it compares their
actual performances to objective norns of performance on those skills raLher
than to very general norms, establlshed according to psychonetric principles.
Instruetional Imp]icatlons of Fate Megsurenent: An bcanple
In most elementary schooJs reaciing is either irnplicitly or explicitly
assesseci on a percentage correct scale. Accordingly, students firsf learn to
read a story or IisL of words, anci then when they hav$xhioited the ability to"tdo so, pass on to the nexl story or set of words. fn fact, since most educa-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 70
tional methods do nol even involve criterion'referenceci assessment, students
pass on Lo lhe next story whether or not lhey were able to accuralely read lhe
previous one. But in any case, teachers do not generally advance students on
the basis of fluency aims. As a result, firsl-graciers nay pass through a list
of books, still reading at between 30 and 80 words per ntinuLe. Doehring (t97t)'
for example, found that average first graders read about 33 s.vllables per nin-
ute of randon words on worksheets, and about 46 syllables per mi-nute in text.
These relatively low rates of reading nay create severe problens in relention
and comprehension,
A precision teacher would require stu<ients to reach relatively high
fluency aims on their first selection, between 200 anci 3OO words per ntinute
(l,Ienninga anci Brough, Note 18). Having reached this rale on a given passage,
the stucient nay be reciting it from memory. Bul the student is nonetheless
reading it, responding wilh appropriate movement cyles to textlr:al slimuli.I
And as successive passages increase vocabulary, it wilf oecomerimpossible to
memorize them.
With each change to a new passage, there will be a rate decrement and
an increase j-n eryors. Bul relatively quickly, the performance will return to
fluency. Thus, from the very beginning, a childrs oral reading will be main-
tained at near adult leve]s of fluency. Precision teaching enphasi-zes fluency
as a prerequisite for increasing conlent. The traditional approach emphasizes
eontent, often at the expense of fluency.
PrecigloLTeaghine wlth the Rgtardg!
Although it was work wlth the retarded that originally inspired the
development of the Standard Behavior Chart (Llnastey, 1954), and nany of the
first precisj-on teachers worked with the retarded (GaUoway, 1972), most of
the inportant advances in precision teaching untit recenlly have occurreci in
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 71
elassrooms for regular and rrildly handicapped students (-Wtrite & Haring, 1976).
There are severaf reasons for thls.
First, severely retarded studenLs generally have not learned to chart
their own behavior. Uslne the Standard Behavior Chart in cLassroorns for such
students therefore involves significantly nore work for teachers than does work
wlt,h students who do their own tinlng, counting, and chartlng.
Second, it is more difficult to remove ieacher-imposed ceili-ngs from
instructional procedures for the severely retarded. Whereas regular children
can work wilh worksheets and other self-presented naterials from the very be-
ginning, painstaking procedures are often needed to move severely retarded
students toward self-paced procedures (Pease and George, Note 19). Therefore,
teachers are not readily convinced that profi-ciency is possible for such stu-
dents.
Third, severely retarded and o+,herwise handi-capped stucients often ex-
hibit substantial day-to-day variability in performance (Haring, Note 6). This
nay result fron various neurological impairments, physlcal illness, or the fail-
ure of teachers to oblain instructional compliance.
Finally, only recently have precision teachers begun to look carefully
at critical tool skills for many of the fine anci gross motor perforrnances Lhat
constitute the curricula in most cLassroons for the severely retarcied. Haughton
(trtote 12) fras observed that deficiis in reaching, pointing, touching, grasping,
placing and releasing lnpose ceilings on most performances of Lhese students.
He has suggested that teachers return to these baslc notor components, along
with basic body control rnovements, in f,heir progranrning for the severely re-
tarded. Haughton anci hls associates (Kovacs, Note 10) have begun to establish
flueney aims for these skiIls.
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 72
Precision Teaching as Functional Analysis
Above all, preci-sion teachers are functionalists. From its concep-
tion (Llncisley, 1972) precision teaching has been neasurenpnt-based and atheo-
retical, following the tradition of funeLional analysis established by Skinner
(nSA). The establishment of fluency aims, curriculum sequences, and decision
rules have developed directly from ennpirical data, with no intervening leveIs
of hypotheses or constructs. fn this sense, precision teaching differs from
all other approaehes to education. In fact, Lindsley (tgZt) tras denied lhat
it is anrrapproach.r' Rather, he says, it is a precise way of moni-toring the
effeets of whaLever proceciures a teacher night choose. It is simply the daily
measurement of response rates in the classroom. In lhis sense, it also differs
frorn a grea+- deal- of lhe theory-based research thal eciucalors and psychologisls
have condueled on various aspecLs of learni-ng and skil1 acquisition.
Ia,Berge and Samuels (tgZLn), for example, present a theory of I'auto-
matic information processing in reading.r' The following quotation contrasls
sharply with the stricLly functional analysis of precision teaching:
In the present model it is assumed that all well-learned stimuli are
processed upon presentation inlo an internal representation, or code,
regardless of where attention is dj-rected at the tire . . Il is
assurned that we can only attend to one thing at a time, so long as
no nore than one requires aLtentlon.... Our criterion for deciding
r,rthen a ski11 or sub-skll1 is autornatic ls that it can complete its
processing while attenti-on is directed elsewhere. (p. 29t+-295)
In various flowcharts, the authors construct an elaborate system of eociers,
deteetors, and processors. Like Fitts (fq54) they use a eomputer nrodel of
rrprograms and sub-routinestr to aecounl for observed functional relationships.
They come to the satre conclusions as precision teachers as to the
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 73
difference between accuracy and proficieney at different stages in the learn-
ing process, and they use tine as a neasurerent dimension. r?Further lraining
beyond Lhe accuracy eriterion musL be provlded'r, they say, 'rif the associalion
is to occu-r without attention,... lalency serves as the critical j-ndicator of
autonatic assocj-ative processing'r (p. 3O?). In this fype of theorizing, hypo-
thetical processes appear nore imporlant than data. Thus they speak of meas-
urernenl as indicaline an underlying state of automati-city, rather than as
sinply one elerent in a functional relationship.
Like precision teachers, laBerge & Samuels (fqZ4) find that practice
beyond accuracy is imporlant. And they remark thal:
The finding that unfarnllj-ar letters improved wi-th practice more than
did familiar letters offers supporL for the hypothesis that sonrething
is being learned aoout Lhe unfamiliar letters over the days of train-
ing.... It is evidenl lhat lhe lalency difference of a narning response
to the new and old letlers is quite large at firsl and converges over
days of training....when aecuracy appears to be stationary (p. 3O3).
The finding that learning continues beyond mere accuracy 1ed them to 'r?he main
eonclusion.,..that what is being improved with practice is automaticity" (p. 304).
But what is I'automaticity"? As Skinner has frequenLly pointed out (1950,1974,
l97S), theoretieians often move the environnent inside the organism, accor:nling
for an observation - - in this caae a short latency response which is relatively
inmune to distraction - - in terrns of an lnternalj"zeri synonyrn for the behavior.
In thls context, we night ask whether such stove creates no obvious practical
predictive advantage.
IaBerge & Samuels (tgl4) agree with precision teachers on the inpor-
tance of feedback:
Since the important growth of automaticity takes place after the sub-
ject has achieved aceuraey, overt feedback for correct and incorrect
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 74
responses nay be redundant because at this stage of learning the sub-
ject knows when he is correct or not. However, there is another lype
of feedback which may affecl the rate of automaticity learning. 'yihile
learni-ng proeeeds toward the autornatic leve1, it rrighl be appropri.ate
to inforrn the subject of the tire it took to execute his response.
G. 3t7)
This, of course, is exactly the kind of feedback provlded to slucients who count,
time, and charl their own behavior. LaBerge and Samuels go on to say:
0f course, latency feedback for a response to a partlcular stimulus
will nol be meaningful by iLself, bul musl be related to some crit,erion
baseU-ne. For example, lhe tine it takes to identify a new word should
be compared to the tine il lakes to identify a word lhat is already al
the automatic ]evel. (p. 3f?)
This, of course, if the fultion of fluency aims i-n precision teaching.
Relating proficiency lo skill-sequencing, laBerge and Samuels note
thai "the fluenl reader has presumably nastered each of the subskills aL the
aulonralic levelr' (p. 3tg). Continuing in this vein, they say:
We are tempted to generalize to classroom routines in elementary
schools in which letter naming is directly taught and tested only up
to the accuracy level. A child nay be quite accurate in naming or
sounding the letters of the alphabet, but we nay not know how mueh
attention it costs hin to do lt. This kind of infornation could be
helpful in predlcting how easily he can nanage new learn-ing ski1ls
which build on associations he has already learned.... One shoulci take
into account the amount of attention required by these subskills as
a part of the readiness eriterion,
We night ask, why not sinply examine how fluently a student must be able to
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 75
F€rform a subskil-l to progress smoolhly through the next curriculum l-evel?
Does the concept of I'atLentionrr add anything here?
fn discussing rrlevels of processing, " laBerge and Sanuels invoke lhe
notion of chunking to aceount for increased fluency. They observe thal t'lo
encourage chunking, we may have to relax the demand for accuracyt' (p. 319).
This speculation is strikingly consistent wlth Haughtonts (tgZZ) finding that
until students reach a reading raie of about 50 words per ninute, attenpts to
decelerale emors are largely ineffective. After that point, it is relatively
easy to reduce error rates.
Finally, IaBerge and Samuefs (i974) rernark:
Throughout this paperr we have stressed the importance of autornaticity
in perforrnance of fluent readi-ng. Now we lurn to a consicieration of
ways to train reading subskllls to automatic 1evels. Unforiunately,
very 1ilt1e systernalic r?l-search has been ciirected specifically to
lhis advanced stage of learning. (p. 314)
Doehring (tqZt), writing in a sinilar vein, asserts that rra deeper understand-
ing of the learning process is necessary before reading inslruction can be irn-
provedlr (p.t*Z). He says thal among the greatest dj,fficulties are I'lhe prob-
lens of describing the accuracy and speeci of responses in the same qr:antila-
tive terns." (p. 42)
As this review of precision teachi-ng indicates, there has been a gooci
deal of work on the developrent of fluency in reading, although 1ittle has been
published. The work has focused, not on the I'underlying proeessesrrt but on
the discovery of functional relationships. It has useri neasures of response
rates and aceuracy ratios, whlch solve the problerns of sinultaneously quanti-
fyrng accuracy and speed and which are also more convenient and less costly
than latency neasures.
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 76
fn the continuous feedback loop between basic and appli-ed research,
it night serve the interests of bolh researchers and educators to ernulale the
functi-ona1 approach of precision teaehers. Their work has uncovered a number
of inportant phenonena lhat deserve closer inspection from basic researchers.
0n Conpelene.y Testing
There is cunently great concern about the failure of schools lo teach
students reading, writing, and computational skilLs. l4any have suggested that
all students should take competency lests at the end of high school - - a prop-
osition thal nighl only result in proof of failure long after it is possible
to do anything aboul it. Precision teaching, incorporating daily, data-based
decisions aboul instructi-ona1 effectiveness, would seem a more appropriate anti-
dole. The alternalive seens to be coniinueci wave afler wave of lheoretical
explanations aboul how learning occurs, and why lt doesnrt. Without an empir-
ical approach, based on daily E€asurement, it seems likely that functional i\\ -
ileracy, now estirnaled to affllct at least 20% of the adult populaLion in this
country, will continue to increase.
Surunarv and Conclusions
Precision teaching is based on functional analysis of behavior, orig-
inally developed in the free operant condj-tioning laboratory. ft involves the
measuremenl and charting of response rales on the Standard Behavior Chart, a
powerful communication device .
The Standard Behavior Chart is a slx-cyc1e senilogarithnic graph.
Its ordinate is logarlthrrlc whlle its 140-day calendar base is llnear. ft ls
possible to plot durations and latencies on the chart as reciprocals, enabllng
the charter to inspect relations between fluency and session length, arong
other things. The ordinate spans a range of response rates from one per day
to 1W0 per minute. Its logarithmic scale nakes it possible to exani-ne accu-
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 77
racy, variability, and trenci lndependent of rate. It also enables the charter
to sumrnarize data in terns of a nuncer of ratios or nultipliers.
Precision teaehing ls prirnarily a rpasurenent system. 0n the basis
of that system, teaehers have dj-scovered a variety of enpirical regularities.
fn partlcular, they have discovered the importance of developing high leve1s
of fluency in conponent skills. Fluency is related to transfer, retention, or
maintenance, and to endurance of skills. These findings lead to the establlsh-
ment of fluency airns and decision-naklng rules and to diagnostic/prescriptive
skill analysis.
fn eontrast to an inforrnation processi-ng approaeh, precision teaching
has achieved a great deal in classrooms, wlthout ornate theoreti-cal struclures.
As a basic methodology, precision teaching seems eninently applicable to lab-
oratory study of associative skilIs.
C. Binder Measuring Response Rates in Associative Skill Development Harvard Department of Psychology 1979 78
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