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SECURITY CLASSIICATION Of TinS PAGE (f bon Data Ente,400)
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*ftWa 'TI~d Subtitle)j S,1F. TYPE OfREORT PEIOD COVERED
LC 90 .... - _ ............ Technical RepotFigrMovements in Transcription Typing_ 4/79 -. 3/80
I...... PEO . . A-RMING OG. REPORT NMsn
. CONTlACT OR GIN'r NOmGRAOI
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1'. SUP'L" MEN "ARY NOTS A - ;?
19. KEY WOROS (Continue an reverse side II neeeeamp md IdenIti by block ndmber)
Typing Analysis of MovementControl of Movement Models of MovementMotor Movefent '
20. ABISTRACT (Continue an faors* aide It n*4ee047 And fdoniIf 6Y block umlbor)
-- High speed films and key press latencies of a skilled typist show thatfinger movements usually overlap in time. The starting time of thesemovements is highly variable, even when comparing Identical sentences.Often mvemens toward keys were initiated out of the order in which theletters were eventually typed. These results conflict with current modelsof rapid, well-learned motor movements.-
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fingermovemetsus all koerlpi-im.Tesarig&meo hs
Finger Movements In Transcription Typing
Donald R. Gentner
Jonathan Grudin
Blean Conway
DTICS ELECTE
JUN 2 5 8WD
B
* CENTER FOR HUMAN INFORMATION PROCESSINGLA JOLLA, CALIFORNIA 92093
UNIVERSITY OF CALIFORNIA, SAN DIEGO
This research was supported by the Advanced Research Projects Agency and the Office of Naval Research, Personnel and TrainingResearch Programs and was monitored by ONR under Contract NO0014-79-C-0323, NR 15 7-437, under terms of ARPA Order No. 376 ZThe views and conclusions contained in this document are those of the authors and should not be interpreted as necesmrily representingthe offlcial polis, either expressed or Implied, of the Advanced Research Projects Agency, of the Office of Naval Research, or theUnited States Government.Approved for public release; distribution unlimited. Reproduction in whole or part is permitted for any purpose of the United StatesGovernment.
.K
Gentner, Grudin,Conway Finger Movements
May 7, 1980 1
Abstract
Skilled transcription typing is normally thought to involve highly
routinized, sequential movements. However, high-speed films show that a
typist's finger movements usually overlapped in time, and the starting
times of these movements were highly variable, even when comparing
identical sentences. Movements toward keys were often initiated out of
the order in which the letters were eventually typed. These results
conflict with current models of rapid, well learned motor movements and
suggest instead a multi-level control of movement utilizing feedback or
prediction.
ACCESSION for
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UNANNOUNCED 0jUSTIFICATION
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Gentner,Grudin,Conway Finger Movements
May 7, 1980 2
Rapid, precise, malleable motor activity as demonstrated in speech
and manual tasks is an important human charaoteristic. The task of typ-
ing, becaune it is an extremely rapid skill ta good office typist will
average seven or eight keystrokes per seoond) and has a well defined
output, has been the subject of speculation and some investigation
(Lashley, 1959; Shaffer, 1973; Sternberg, Monsell, Knoll & Wright,
1973). Typing has typically been thought of as a sequential, automatic
process. Models of the motor output generally involve a series of motor
commands, often one for each letter, which are placed in a buffer and
then sequentially executed. The actual finger movement is assumed to be
ballistic with no feedback control once the movement is initiated.
Accordingly, studies of typing have been almost exclusively based on
records of the keys pressed and the Inter-keypress latencies (Sternberg
et al., 19t8; Shaffer, 1976).
A proper test of the ballistic sequential model requires a more
detailed examination of the typing process. In order to study how
skilled motor movements are programmed and controlled, we filmed a tran-
scription typist and analyzed the finger movements in the resulting
motion picture. The data reported here are based on a high-speed (100
frames per second) film of an expert typist. The typist transcribed
English sentences on the typewriter-like keyboard of a computer terminal
at appraximately 90 words/minute. For each such keystroke, we deter-
mined the time at which the finger started a smooth movement toward the
key. During the filming, the keypresses and inter-keypress latencies
were recorded by computer . 1
Gentner,Grudin,Conway Finger MovementsMay 7, 198C0 3
We found that 965 of the finger movements were nitiated before the
previous key was pressed. The mean time for a complete finger movement
was 261 asec, while the mean inter-.keypress latency was 124 mseo. Thus
two or three fingers are often in motion simultaneously.
Insert Figure 1 about here
These data are expanded in Figure 1 which shows the distribution of
the starting and ending times of finger movements, both measured rela-
tive to the time when the previous key was pressed. This figure shows
that the starting times of finger movements are more variable than their
ending times (the keypresses). The starting times have a standard devi-
ation or 103 msec, while the ending times have a standard deviation of
26 msec.
Insert Figure 2 about here
Figare 2 illustrates this result, showing the timing of keystrokes
for two ords from a pair of repeated sentences. Figure 2 also shows
two oases where the keystrokes are initiated in an order different from
the finaL keypresses. Overall, 21% of the movements were initiated out
of order (although the movements always ended with keypresses in the
correct arder). There were several cases where the finger movements
were initiated out of order by 150 msec or more. Movements were ini-
tiated out of order for sequences of letters occurring both within hands
(24% of the time) and across hands (13% of the time). One case, shown
in the top portion of Figure 2, extended over two words: In typing the
0
.)
End
-00 Start I
LCD
E" , .- r-
-800 -00 -400 -200 0 200
Time (msec)
Figure 1. The distribution of starting and ending times of keys-
trokes, measured relative to the time of the previous keypress. Most
keystrokes overlap, with the seoond finger movement starting before the
keypress at the end of the previous movement. The starting times of
movements show muoh more variability than the ending times.
II I I I-
-- .--,a
_epaoe
--- p
= spape
-p.p
- e
_ , I , I I , i , I ! ,
0 200 400 O0 800 1000 1200
Time (msec)
Figure 2. Relative timing of keystrokes for the phrase "... an
epic ..." on repeated typing of the same sentence. The left ends of the
horizontal lines represent the initiation time of the keystrokes, and
the right ends of the lines represent the time of the keypresses. Ini-
tiation times were not measured for the letter A and the spape bar; this
is indicated by the dashed lines to the left of the keypress times.
Note that successive keypresses are more regularly timed than the
corresponding initiations. In two cases, although the keys were pressed
in the proper order, the keystrokes are initiated out of order: in the
first sentence the e keystroke was initiated before that of n in the
previous word; in the second sentence the keystrokes for the word X
were initiated in the order q,, , a, o.
" , L --- - . .. .... .
Gentner, Grudin, Conway Finger MovementsMay 7, 1980 4
sequence a SgIq, the movement to type the j was initiated before the
movement to type the Dq.
These data raise two questions: 1) What is responsible for the
large variation in movement times? 2) How are the movements controlled
so that the inter-keypress latencies are much more regular than the
starting times of the movements?
We found that the movement times were partly determined by the
length of time that the corresponding hand and finger had been free.
Depending on the sequence of letters being typed, a given hand may be
free for varying times before it presses a key, and we found that the
longer the hand was free the earlier the keystrokes were initiated.
This is undoubtedly related to the common observation that sequences of
letters which alternate between the hands are typed faster than
sequences which are typed with a single hand. However, we found that
finger movements within one hand can also overlap. In 51% of the cases
where successive keys were typed by two fingers on the same hand, the
second keystroke was initiated while the first keystroke was still in
progress. Early initiation of the second keystroke was positively
correlated with the length of time that finger had been free. The
analyzed film included two repeated sentences. Comparison of these sen-
tences demonstrated that the particular letter or pattern of letters
being typed accounts for only part of the variation in movement times.
The movement times to type a given letter in identical contexts had a
correlation coefficient of 0.60; that is, only about 35% of the variance
f is related to the letter being typed and the sentence context. The por-t
Gentner, Grudin, Conway Finger MovementsMay 7, 1980 5
tion of the variance associated with the letter being typed and its con-
text can be traced almost entirely to the length of time that the
corresponding finger and hand have been free.
The remaining variance in movement time (65%) indicates that the
automated finger movements in touch typing are not entirely stereotyped
or preprogrammed; the movement appears to be controlled during its exe-
cution. Just as we observed with the overall data, the variation in
movement times on repeated typing is due primarily to variation in
starting times. Measured relative to the previous keypress, the median
difference in starting times was 58 mueo, while the the median differ-
ence in ending times (the inter-keypress latency) was 10 msec. Figure
2, which shows the timing for repeated typing of the phrase, an, eLq,
illustrates this finding by contrasting the Irregularity of the initia-
tions of finger movements with the regularity of the keypresses.
Overall, comparing corresponding letters in the repeated sentences, ear-
lier starting times for a movement were not correlated with shorter
Inter-keypress latencies (r = 0.05). An analysis of corresponding keysh
strokes in the repeated sentences showed that there can be significant
variation in the flnger's position at the start of the keystroke. In
particular, keystrokes which start with the finger closer to the target
key are initiated later than keystrokes starting farther away.
There is precedent for the notion that highly skilled sequential
movements can overlap. An analogous phenomenon is well known in phonol-
ogy, where the artioulatory movements required for a sequence of
phonemes often overlap in time (Perkell, 1969). The great variability
t1I
Gentner, Grudin,Conway Finger MovementsMay 7, 1980 6
in initial finger position, initiation and movement times, and the
existence of frequent initiations out of order, however, present diffi-
culties for existing models which call for sequential keystroke initia-
tion. Models which view the output process in typing as the execution
of a series of motor programs, one for each letter, cannot account for
these observations. Our results indicate that the motor program must be
considerably more general, perhaps specifying only the key to be
pressed, the finger, and its sequential relation to the other keypresses
(Saltzman, 1979). Thus at this level the program appears quite
abstract.
The actual initiption and timing of the movement and control of its
trajectory might then be determined by a lower level of processing which
takes into account the position of the fingers and the other competing
activities. These processes controlling finger movement presumably
utilize detailed information about the location and activities of the
fingers. Sensory information and proprioceptive feedback from the mus-
cles controlling the fingers could play a role. Neural impulses take
about 70 msec to travel from muscle sensors through the cerebellum and
back to the finger (Bizzi, 1979), an appreciable fraction of the move-
ment times. Other control mechanisms are possible, however: For
instance, control could be based on central monitoring of motor com-
mands, rather than feedback from the fingers.
Regardless of the specific interface between the high-level program
and the sequence of muscle movements, the picture of typing which
emerges is very different from that of a stereotyped, ballistic move-
ment.
Gentner, Grudin, Conway Finger MovementsMay 7, 1980 7
References
Bizzi, E. Personal communication, June, 1979.
Lashley, K. S. The problem of serial order in behavior. In L. A. Jef-
fress (Ed.), Cerebral m a m behavior. New York: Wiley, 1951.
Perkell, J. Phygiology2 pec routg: flesults gA= g lcai
A quantitative ceneradiographio study. Cambridge, Mass.: MIT
Press, 1969.
Saltzman, E. Levels of sensorimotor representation. J 2[
M.th MA.icl Psygogav, 1979, ?&, 91-163.
Shaffer, L. H. Latency mechanisms in transcription. In S. Kornblum
(Ed.), At i APerformancf I. New York: Acedemic Press, 1973.
Shaffer, L. H. Intention and Performance. Pavaholofical Review, 1976,
.U, 375-393.
Sternberg, S., Monsell, S., Knoll, R. L., and Wright, C. E. The latency
and duration of rapid movement sequences: Comparisons of speech and
typewriting. In G. E. Stelmach (Ed.), Imaion 2roceis inJ&
gr n n learning. New York: Academic Press, 1978.
I+
'A/
- -t
Gentner ,Grudin,Conway Finger Movements
May 7, 1980 8
Footnotes
This research was supported by the Office of Naval Research, Per-
sonnel and Training Research Programs and the Advanced Research Projects
Agency, and was monitored by ONR under Contract N00014-79-C-0323, NR
157-437, under terms of ARPA Order No. 3767. We thank Dedre Gentner and
Donald Norman for valuable comments on the manuscript.
1. The film which we have analyzed in detail covers 310 keystrokes
(abuut 40 seconds of typing). Because we were primarily interested in
the possibility of overlapping keystrokes, this analysis does not in-
clude keystrokes where successive keys are typed by the same finger,
since the finger movements are necessarily sequential; in addition, the
initiation of a movement toward a home row key is ambiguous, as it may
simply be a return of the finger to a home position. Thus, we restrict-
ed our analysis of the film to the 147 keystrokes to letters on the
upper or lower rows of the keyboard where the previous keystroke was not
made by the same finger. Other films of the same typist and video tapes
of other typists show results similar to those reported here, but they
have not been analyzed quantitatively.
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