History of Computing History of Computing CSE P590A (UW) CSE P590A (UW) PP190/290 PP190/290 - - 3 (UCB) 3 (UCB) CSE 290 291 (D00) CSE 290 291 (D00) Ed Lazowska, University of Washington Steve Maurer, UC Berkeley Geoff Voelker, UC San Diego
His
tory
of C
ompu
ting
His
tory
of C
ompu
ting
CS
E P
590A
(UW
)C
SE
P59
0A (U
W)
PP
190/
290
PP
190/
290 --
3 (U
CB
)3
(UC
B)
CS
E 2
90 2
91 (D
00)
CS
E 2
90 2
91 (D
00)
Ed L
azow
ska,
Uni
vers
ity o
f Was
hing
ton
Stev
e M
aure
r, U
C B
erke
ley
Geo
ff Vo
elke
r, U
C S
an D
iego
Vie
wpo
int
-Bey
ond
Her
oes
and
Myt
holo
gy-W
hat W
orke
d, W
hat D
idn�
t, an
d W
hy.
-(Fo
r Bus
ines
s)-F
or P
ublic
Pol
icy
A V
ery
Sim
ple
Pol
icy
Mod
elTh
e C
omm
issa
r Mod
el: (
v �
c) >
0
Cho
osin
g In
cent
ives
to G
et T
here
�No
dom
inan
t inc
entiv
e m
echa
nism
.�
Vie
wpo
int
A H
isto
ry o
f (v
�c)
to 1
970:
A H
isto
ry o
f �v.
�Te
chno
logy
impr
oves
.S
ocie
ty u
ses
mor
e da
ta.
Inve
ntor
s no
tice
exis
ting
uses
.
A H
isto
ry o
f �c.
�S
prea
ding
R&
D c
osts
ove
r big
ger
mar
kets
.G
ears
, vac
uum
tube
sIn
tegr
ated
circ
uits
and
softw
are.
Pre
view
Lect
ure
1: C
ompu
ting
to 1
940
Step
hen
M. M
aure
rG
oldm
an S
choo
l of P
ublic
Pol
icy
smau
rer@
berk
eley
.edu
Pre
hist
ory:
Dat
a &
Civ
iliza
tion
An
hone
st m
an h
as h
ardl
y ne
ed to
co
unt m
ore
than
his
ten
finge
rs, o
r, in
ex
trem
e ca
ses,
he
may
add
his
toes
an
d lu
mp
the
rest
. I s
ay, l
et o
ur a
ffairs
be
as
two
or th
ree,
and
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ndre
d or
a th
ousa
nd; i
nste
ad o
f a
milli
on c
ount
hal
f a d
ozen
, and
kee
p yo
ur a
ccou
nts
on y
our t
hum
bnai
l.�
-Hen
ry D
avid
Tho
reau
The
�v� i
n (v
-c)
.D
ata
for G
over
nanc
e-I
rriga
tion
Cul
ture
s (c
a.30
00 B
C)
-Egy
pt (c
a.15
00 B
C)
-Rom
an Im
peria
l Hou
seho
ld
(1st
Cen
tury
AD
)
Pre
hist
ory
Dat
a fo
r the
Mili
tary
-Milit
ary
payb
ooks
(150
0 B
C)
-Phi
lip II
(382
�28
6 B
C)
and
Ale
xand
er (3
56 �
323
BC
)-P
tole
my
I (d.
246
BC
)
Pre
hist
ory
Dat
a fo
r Res
earc
h-A
risto
tle (3
84 �
322
BC
)~
400
book
s-L
ibra
ry o
f Ale
xand
ria (2
83 B
C)
750,
000
papy
ri
Pre
hist
ory
Col
laps
e:
Dar
k A
ges
(AD
476
�10
00)
Med
ieva
l Life
Ren
aiss
ance
(14t
h�
16th
Cen
turie
s A
D)
War
fare
& C
omm
erce
Pre
hist
ory
Ree
mer
genc
eC
omm
erce
, Sta
tes,
Em
pire
sP
hilip
II (1
527
�15
98)
18 h
our w
orkd
ays
Inbo
x: 2
000
pp./d
ayO
utbo
x: 3
00 m
emos
/day
.
Thirt
y Y
ears
� War
(161
8 �
1648
)G
usta
vus
Ado
lfus
(159
4 �
1632
).
Pre
hist
ory
And
som
ethi
ng n
ew: B
ig S
cien
ce P
robl
ems
Tych
oB
rahe
(154
6 �
1601
)C
ompu
ting
Trig
Fun
ctio
nsW
ilhel
m S
chic
kard
(162
3 �
24)
Pro
fess
or o
f Mat
hem
atic
s, A
stro
nom
y an
d H
ebre
wD
esig
ned
mac
hine
for K
eple
rth
at c
ould
add
, sub
tract
, mul
tiply
, and
div
ide.
Sour
ce:h
ttp://
ww
w.g
ris.u
ni-tu
ebin
gen.
de/p
roje
cts/
schi
ckar
d/in
dex.
htm
l
Orig
ins:
17th
�18
thC
entu
ries
Bla
ise
Pas
cal (
1623
�62
)M
athe
mat
ical
Pro
digy
W
heel
barro
wH
ydra
ulic
Pre
ssB
arom
eter
Pro
babi
lity
Theo
ry
Etie
nne
Pas
cal�s
Tax
Hea
dach
e
Pro
toty
pe (1
642)
& P
aten
t (16
45)
Add
ing
and
Sub
tract
ing
Bus
ines
s P
lan
Dem
onst
ratio
ns &
Fin
anci
ng50
�Pas
calin
es� b
uilt
thro
ugh
1652
Cos
t: 10
0 liv
res
each
.
Slo
w, t
empe
ram
enta
l.
Con
cept
: 167
1D
efin
itive
Mac
hine
: 169
4
Got
tfrie
d Le
ibni
tz(1
643
�17
16)
Goa
l: �It
is u
nwor
thy
of e
xcel
lent
men
to
lose
hou
rs li
ke s
lave
s in
the
labo
r of
cal
cula
tion,
whi
ch c
ould
eas
ily b
e pa
ssed
on
to a
nyon
e el
se if
mac
hine
s w
ere
used
.�
Ince
ntiv
es: A
ide
to E
lect
or-A
rchb
isho
p of
Mai
ntz
Got
tfrie
d Le
ibni
tz
Why
Did
n�t I
t Wor
k?Te
chno
logy
Gea
rs: T
oler
ance
s, S
lack
and
Bin
ding
.P
erfo
rman
ce In
adeq
uate
?A
Circ
ular
Arg
umen
t?
Eco
nom
ics
Spr
eadi
ng R
&D
Cos
tsW
as th
e M
arke
t Big
Eno
ugh?
How
Muc
h C
ompu
ting
Did
the
Wor
ld
Nee
d?
Pol
icy
Thom
as d
e C
olm
ar(1
820)
Arit
hmom
eter
7 fig
ure
accu
racy
, $15
0 ea
ch.
Eng
inee
rs a
nd in
sura
nce
com
pani
es.
Ris
e of
Big
Bus
ines
s:
Nab
isco
(189
3), T
rave
lers
Insu
ranc
e (1
883)
, Fi
rem
en�s
Fun
d (1
863)
, Alc
oa (1
888)
Dor
r E. F
elt (
1887
) K
eybo
ard
Com
ptom
eter
19th
Cen
tury
Seq
uel
Willi
am S
. Bur
roug
hsB
urro
ughs
Add
ing
Mac
hine
Com
pany
, lat
er U
nysi
s
Prin
ting
calc
ulat
ors
Sol
d to
ban
ks a
nd c
lear
ing
hous
es a
t $22
0 ea
ch.
1,00
0 m
achi
nes/
year
by
1900
.13
0,00
0 m
achi
nes/
year
by
1908
.58
Mod
els,
�One
Bui
lt fo
r Eve
ry L
ine
of B
usin
ess�
Suc
cess
: Im
prov
ed te
chno
logy
bas
e.M
arke
t pen
etra
tion
is (r
easo
nabl
y) fa
st.
R&
D c
an n
ow b
e sp
read
ove
r hug
e m
arke
ts.
A R
obus
t Tec
hnol
ogy
The
Man
hatta
n P
roje
ct
20th
Cen
tury
Seq
uel
A S
ucce
ss S
tory
for P
aten
ts?
Det
erm
inin
g pr
ivat
e ne
eds.
But
: (v
�c)
for v
ery
expe
nsiv
e in
vent
ions
.B
ut: e
x an
tevs
. ex
post
effic
ienc
y.B
ut: G
over
nmen
t as
buye
r?B
ut: F
inan
cing
and
info
rmat
ion
asym
met
ry.Pol
icy
19th
Cen
tury
:Th
e Id
ea o
f Com
pute
rs
Pre
-His
tory
Myt
h: H
aeph
estu
s, G
olem
, Alb
ertu
sM
agnu
sLi
brar
y of
Ale
xand
riaM
edie
val C
lock
sLe
onar
do D
aVin
ci(1
452-
1519
)Ju
lian
Turia
nno
(ca.
155
6)H
ans
Bul
lman
(ca.
154
7)R
ene
Des
carte
s &
�Sou
lless
Mac
hine
ry�
From
Aut
omat
a to
Wea
ving
Bas
il B
ouch
onP
unch
ed C
ards
(178
5)
De
Vau
cans
on(1
709
�82
)A
utom
ata
Dire
ctor
of S
tate
Silk
Mill
s (1
741)
Jose
ph M
arie
Jac
quar
d (1
752
�18
34)
Fish
ing
net m
achi
ne �
Priz
e an
d pa
tent
Pat
tern
Loo
m (1
806)
�Pr
ize
+ R
oyal
tyLy
ons
Rio
ts (1
810)
11,0
00 lo
oms
in o
pera
tion
by 1
812
Pol
icy
Ser
endi
pity
: Pla
ythi
ngs
turn
out
to b
e us
eful
Pat
ents
won
�t w
ork
-Pat
rona
ge a
nd re
puta
tion
Lead
use
rs?
Late
Sta
ge In
nova
tion
Pat
ents
vs.
Priz
es
Cha
rles
Bab
bage
Cha
rles
Babb
age
(179
2 �
1871
)B
anki
ng/E
stab
lishm
ent r
oots
Obs
essi
ons:
Aut
omat
a, M
ista
kes,
Stre
et M
usic
ians
.O
ther
Pro
ject
sC
hess
Pla
yer
Pen
ny P
ost
Act
uaria
l tab
les
Spe
edom
eter
Cow
catc
her
Phy
sics
, Geo
logy
, Mat
hem
atic
sLu
casi
anPr
ofes
sor o
f Mat
hem
atic
s(C
ambr
idge
)
Ada
, Cou
ntes
s of
Lov
elac
e (1
815
�52
)
Diff
eren
ce E
ngin
e
Diff
eren
ce E
ngin
eE
rrors
in T
able
sFi
ring
and
Nav
igat
ion
Tabl
esG
aspa
rdde
Pro
ny(1
755-
1839
)
Met
hod
of D
iffer
ence
sTh
omas
Har
riot(
1560
-162
1)
Num
ber
Cub
e1st
Diff
.2d
Diff
.3rd
Diff
. 1
1
-
---
--2
87
-
---
327
19
12--
464
3718
65
125
6124
66
216
127
36
6
etc.
, etc
....
Diff
eren
ce E
ngin
eId
ea (1
812)
and
Pro
toty
pe (1
820
�22
)R
oyal
Ast
rono
mic
al S
ocie
tyG
rant
s (£
17,0
00),
Not
Pat
ents
For s
ailo
rs a
nd s
chol
ars
�To
lera
nces
Term
inat
ed p
roje
ct in
183
3.
Chr
isto
pher
Eva
ns, T
he M
akin
g of
the
Mic
ro: A
His
tory
of t
heC
ompu
ter(
Lond
on 1
981)
Geo
rgS
cheu
tz(1
785
�18
73)
Pro
toty
pe (1
833)
Full
scal
e (P
aris
Exh
ibiti
on 1
853)
-As
trono
my
Brit
ish
copy
(185
9) �
Life
exp
ecta
ncy
tabl
es
Seq
uel
Ana
lytic
al E
ngin
e
Ana
lytic
al E
ngin
e
A S
team
-pow
ered
, pro
gram
mab
le
mac
hine
Mov
ing
Num
bers
Inst
ead
of Y
arn�
1830
-19
06
Mul
tiply
(ab
+ c)
d=
?
Num
ber
Varia
ble
Ope
ratio
n A
ctio
nC
ard
Car
dC
ard
1Pl
aces
a o
n C
olum
n 1
of S
tore
2Pl
aces
b o
n C
olum
n 2
of S
tore
3Pl
aces
c o
n C
olum
n 3
of S
tore
4Pl
aces
d o
n C
olum
n 4
of S
tore
1B
rings
a fr
om S
tore
to M
ill2
Brin
gs b
from
Sto
re to
Mill
1D
irect
s a
x b
= p
3Ta
kes
p to
col
umn
5 of
Sto
re4
Take
s p
into
Mill
5B
rings
c in
to M
ill2
Dire
cts
p +
c =
q6
Take
s q
to C
olum
n 6
of S
tore
7B
rings
d in
to M
ill8
Brin
gs q
into
Mill
3D
irect
s d
x d
q =
r10
Ta
kes
r to
prin
ter
s
Pol
icy
Diff
eren
ce E
ngin
eTe
chni
cal d
iffic
ultie
s?A
sym
met
ric in
form
atio
nG
over
nmen
t ske
ptic
ism
Par
tial S
olut
ion:
Tru
sted
inte
rmed
iarie
sG
rant
s vs
. pat
ents
No
com
mer
cial
val
ueA
Sin
gle
Cus
tom
er, a
Sin
gle
Pro
blem
Judg
ing
Use
r Nee
dsE
x an
te v
s. e
x po
st
Ana
lytic
al E
ngin
e(v
�c)
< 0
?
Her
man
n H
olle
rith
& P
unch
Car
ds (P
t. 1)
Her
man
n H
olle
rith
The
Cen
sus
Cha
lleng
e18
80 C
ensu
sTh
e P
opul
ist I
mpu
lse
Con
sulta
nt to
Cen
sus
Bur
eau
(187
9)
MIT
Pro
fess
or (1
882)
Sta
rted
with
pap
er ta
pe, w
hich
cou
ld n
ot b
e so
rted
Stu
died
Jac
quar
d Lo
oms
Ele
ctro
mec
hani
cal s
olut
ion.
Firs
t Pat
ents
(188
4 �
87)
Rai
sing
Cap
ital
Bro
ther
in la
wTh
e Li
brar
y B
urea
u
Bal
timor
e H
ealth
Dep
t. (1
887)
War
Dep
artm
ent,
New
Yor
k, N
ew J
erse
y he
alth
reco
rds.
Cen
sus
Priz
e C
ompe
titio
n an
d 18
80 C
ensu
s18
90 C
ensu
s �
Ren
ts M
achi
nes
at $
1000
/yea
r +
$10
pena
lty fo
r dow
n tim
e19
00 C
ensu
s �
Com
plai
nts
abou
t �m
onop
oly.
�
Form
s th
e Ta
bula
ting
Com
pany
Sel
ls to
New
Yor
k C
entra
l (18
93 -
1895
)Fr
ee 6
-mon
th tr
ial.
4m fr
eigh
t bill
s/ye
arP
erfo
rms
addi
tion.
Late
r: Trav
eler
s In
sura
nce
(189
5), F
renc
h C
ensu
s,
Rus
sian
Cen
sus
(189
6), U
S S
teel
and
Mar
shal
l Fi
eld
(190
0), m
ost r
ailw
ays
(190
2).
Pro
lifer
atio
n of
dev
ices
(189
3 -1
914)
Acc
umul
ator
, key
punc
h, c
ard
sorte
rs,
addi
ng p
unch
, prin
ter.
Pol
icy
Sel
ling
to B
oth
Pub
lic a
nd P
rivat
e S
ecto
rsM
akes
�v� l
arge
eno
ugh
to c
over
�c�?
Who
get
s th
e be
nefit
of c
ivili
an s
ales
?
Asy
mm
etric
Info
rmat
ion
New
Yor
k R
ailw
ay O
ffer
Ren
ting
mac
hine
sIn
tern
al F
inan
cing
& M
arke
t Im
plic
atio
ns
Type
s of
Inno
vatio
nN
ew T
echn
olog
y vs
. Fin
ding
& M
eetin
g U
ser N
eeds
1900
-19
40
New
Nee
ds (P
t. 1)
Pro
gres
sive
Gov
ernm
ents
Big
Bus
ines
sFa
ctor
ies,
ste
el m
ills, i
nsur
ance
co
mpa
nies
, ele
ctric
ligh
t, tra
ctio
n,
phon
e, w
hole
sale
com
pani
es, t
extil
e m
ills, a
utom
obile
com
pani
es, r
ailro
ads,
m
unic
ipal
ities
, sta
te g
over
nmen
ts.
Pre
-WW
I: La
bor c
osts
, effi
cien
cy re
cord
s,
sale
s di
strib
utio
n, in
tern
al re
quis
ition
s fo
r su
pplie
s an
d m
ater
ials
, pro
duct
ion
stat
istic
s,
day
and
piec
e w
ork,
fire
, life
and
cas
ualty
risk
, pl
ant e
xpen
ditu
res
and
sale
s of
ser
vice
, pub
lic
serv
ice
corp
orat
ions
, dis
tribu
ting
sale
s an
d co
st fi
gure
s to
sal
esm
en; s
peci
al re
ports
.
�Bat
ch P
roce
ssin
g.�
A c
onse
quen
ce o
f (v-
c)?
New
Nee
ds (P
t. 1)
Hol
lerit
hC
td�
1900
Cen
sus
1901
M
cKin
ley
Ass
assi
natio
n, D
avid
Por
ter f
ired.
1905
Con
gres
s es
tabl
ishe
s $4
0,00
0 R
&D
Uni
t
1906
Cen
sus
Dem
ands
low
er p
rices
Em
ploy
ees
keep
pat
ents
, gov
ernm
ent
rece
ives
free
lice
nse.
1910
C
ensu
s do
es n
ot u
se H
olle
rith
mac
hine
s.
1911
:Ja
mes
Pow
ers
esta
blis
hes
The
Pow
ers
Tabu
latin
g M
achi
ne C
ompa
ny
(late
r, R
emin
gton
-Ran
d).
Hol
lerit
hS
ell O
ut; M
erge
r for
ms
Com
putin
g Ta
bula
ting
Rec
ordi
ng
Com
pany
(CTR
).
Was
Con
gres
s R
ight
?W
ho b
enef
its fr
om c
omm
erci
al s
ales
?E
x po
st v
s. e
x an
teef
ficie
ncy.
Sch
umpe
teria
n C
ompe
titio
nJo
seph
Sch
umpe
ter (
1883
�19
50)
Inno
vatio
n vs
. Mon
opol
yM
onop
oly
fund
s in
nova
tion
Mon
opol
y is
tem
pora
ryTe
chno
logi
cal r
evol
utio
ns.
Long
-run
effi
cien
cy.
Pol
icy
Ana
log
Com
pute
rs
War
fare
Exa
mpl
e 1:
Firi
ng T
able
sG
ravi
ty, g
roun
d ha
rdne
ss, a
tmos
pher
ic d
ensi
ty,
Cor
iolis
effe
ct, d
ensi
ty c
hang
es w
ith a
ltitu
de.
Fifte
en m
ultip
licat
ions
, squ
are
root
cal
cula
ted
at 0
.1 to
0.0
1 se
cond
inte
rval
s. C
heck
func
tion
ever
y fo
ur c
alcu
latio
ns.
Five
day
s by
han
d.
2-40
00 tr
ajec
torie
s pe
r firi
ng ta
ble
Exa
mpl
e 2:
Ato
mic
& H
ydro
gen
Bom
bs
New
Nee
ds (P
t. 2)
Big
Sci
ence
(Mos
tly a
stro
nom
y)New
Nee
ds (P
t. 2)
dx
ffd
x
Jam
es C
lerk
Max
wel
l (1
831
�18
79)
Sir
Will
iam
Tho
mso
n, L
ord
Kel
vin
(182
4 �
1907
)
2d o
rder
equ
atio
nsTi
de ta
bles
.
dx
f
The
Torq
ue p
robl
em
Van
neve
rBus
h(1
890
�19
74)
1920
s M
achi
neA
ddin
g vo
ltage
s,
Ele
ctric
met
ers
as in
tegr
ator
s
1930
s M
axw
ell M
achi
nes
Ser
vom
otor
s +
Torq
ueA
mpl
ifier
1930
Diff
eren
tial A
naly
zer
100
tons
, eig
htee
n in
tegr
ator
s20
00 v
acuu
m tu
bes,
150
mot
ors,
200
mile
s of
wiri
ng.
1935
Diff
eren
tial A
naly
zer
$85,
000
Roc
kefe
ller g
rant
.E
lect
rical
com
pone
nts
Pap
er ta
pe in
stru
ctio
ns
Cyc
lotro
n C
ultu
re: C
opie
s at
Moo
re S
choo
l, A
berd
een,
Cam
brid
ge &
Len
ingr
ad.
Pol
icy
Gra
nt F
undi
ngC
yclo
tron
cultu
reN
o ci
vilia
n ap
plic
atio
ns�
The
Ris
e of
1914
:Th
omas
J. W
atso
n be
com
es C
EO
Nat
iona
l Cas
h R
egis
ter E
xper
ienc
eC
entra
l adv
ertis
ing,
tech
sup
port,
cr
edit,
and
in-h
ouse
R&
D.
Ant
itrus
t
1921
: P
aten
t War
sR
emin
gton
-Ran
d�s
cris
is
Join
t Mon
opol
y P
ricin
gLi
tigat
ion
and
Pur
chas
es
1924
:C
TR B
ecom
es IB
M19
28:
Sep
arat
e st
anda
rds
Cus
tom
er L
ock-
in.
Thom
as J
. Wat
son,
Sr.
(187
4 -1
956)
Com
petit
ion
with
Pow
ers
spur
s R
&D
.P
aral
lel,
com
petin
g R
&D
team
s
New
Tec
hnol
ogie
sS
ubtra
ctin
g ta
bula
tor (
1928
)Ty
pe 6
00 m
ultip
lyin
g pu
nch
(193
1)Ty
pe 2
85 N
umer
ic P
rintin
g Ta
bula
tor (
1933
) Ty
pe 4
05 A
lpha
betic
Prin
ting
Tabu
lato
r (19
34).
R&
D C
ompe
titio
n
A C
ompl
ex a
nd C
apab
le T
echn
olog
yTy
pe 4
05 E
lect
ric A
ccou
ntin
g M
achi
ne (1
930)
55,0
00 m
ovin
g pa
rts
75 m
iles
of w
iring
Dom
inan
t dat
a pr
oces
sing
dev
ice
until
19
62.
1500
/yea
r man
ufac
ture
d th
roug
h la
te
1960
s.
R&
D C
ompe
titio
n
New
Tec
hnol
ogie
s ct
d. �
From
Mec
hani
cal t
oE
lect
rom
echa
nica
l to
Ele
ctro
nic
F =
Ma
Mag
netic
car
d, ta
pe &
dru
m re
sear
ch
(193
0s)
Rep
laci
ng W
heel
s w
ith v
acuu
m tu
bes.
Ele
ctro
nic
adde
r (19
40)
Ele
ctro
nic
mul
tiplie
r circ
uit (
1941
)
R&
D C
ompe
titio
n
And
New
Use
s�A
n IB
M S
peci
alty
.M
etho
ds R
esea
rch
Dep
artm
ent (
1930
s).
Big
Gov
ernm
ent:
Soc
ial S
ecur
ity �
�The
Wor
lds�
Big
gest
B
ookk
eepi
ng J
ob� (
1936
)
415
mac
hine
s/12
0,00
0 sq
uare
foot
bu
ildin
g.
Als
o: E
mpl
oyer
repo
rting
, pub
lic w
orks
pr
ojec
ts.
IBM
sal
es g
row
from
$26
m
in 1
936
to $
45m
in 1
940.
Ant
itrus
t Iss
ues
Inno
vatio
n is
n�t e
very
thin
gE
x an
tevs
. ex
post
effic
ienc
y
Mul
tiple
Tip
ping
Dyn
amic
sIn
tern
al fi
nanc
ing
Rep
utat
ion
Com
plex
pro
duct
s in
a s
mal
l mar
ket
Pat
ents
Bus
ines
s cy
cle
shoc
ksS
tand
ards
and
cus
tom
er lo
ck-in
.R
etur
ns to
R&
D
Ant
itrus
t Iss
ues
Ret
urns
to R
&D
Price
Qua
ntity
Cos
t
Prof
it
Ant
itrus
t Iss
ues
Ret
urns
to R
&D
W
L
Rew
ard
= L
x W
Ant
itrus
t Iss
ues
Car
ds a
nd L
easi
ngLe
asin
gIn
tern
al fi
nanc
ing/
info
rmat
ion
asym
met
ry?
Bar
rier t
o en
try?
Thre
e bn
. car
ds/y
ear.
Pric
e di
scrim
inat
ion
Car
ds a
nd T
he D
epre
ssio
n.C
ards
as
Sta
ndar
ds
1936
Con
sent
Dec
ree
85%
Sha
re b
y la
te 1
930s
.
Aca
dem
ic In
tera
ctio
ns
Usi
ng T
abul
ator
s to
do
com
plex
sci
entif
ic
calc
ulat
ions
.M
achi
ne-g
rade
d Te
sts
(192
8)D
iffer
ence
Met
hods
(192
9)Th
omas
J. W
atso
n A
stro
nom
ical
Com
putin
g B
urea
u (C
olum
bia
U.)
Cal
cula
tion
Con
trol S
witc
h (1
936)
Cam
-driv
en s
eque
nce
of a
rithm
etic
al
oper
atio
ns
Aca
dem
ic In
tera
ctio
nsH
owar
d A
iken
(190
0 �
1973
)A
trip
to H
arva
rd�s
Atti
cA
n el
ectro
mec
hani
cal m
achi
ne fo
r cal
cula
ting
trigo
nom
etric
func
tions
and
exp
onen
tials
. $1
00,0
00 e
stim
ate
(193
9)$4
00,0
00 p
rice
tag
(194
3).
Aca
dem
ic In
tera
ctio
nsH
arva
rd M
ark
I Com
pute
r�B
abba
ge�s
Dre
am C
ome
True
� B
ut: N
o �if
� bra
nch.
Pap
er ta
pe +
1,7
28 c
ount
er w
heel
sB
ut: v
acuu
m tu
bes
for s
tora
ge.
Whe
els
mac
hine
d to
1/1
00,0
00 in
ch.
5 to
ns, 5
1 fe
et lo
ng, 5
30 m
iles
of w
iring
.�L
ike
the
roar
of a
text
ile m
ill�
�
Pol
icy
Sch
umpe
teria
n C
ompe
titio
nA
n U
nsta
ble
Wor
ld?
Aca
dem
ic E
xplo
ratio
nE
xtra
ctin
g be
nefit
s fro
m IB
M�s
mon
opol
y?Le
ad u
sers
?
The
Wor
ld a
t 194
0(v
-c)
Look
ing
at v
: G
over
nanc
e, M
ilita
ry, S
cien
ce, C
omm
erce
.C
ompu
ters
focu
sed
on m
ilita
ry p
robl
ems.
Gra
nt fu
ndin
g fo
r Mili
tary
& S
cien
ceS
chum
pete
rian
dyna
mic
s fo
r Gov
erna
nce
and
Com
mer
ce
Look
ing
at c
:B
egin
ning
to u
se v
acuu
m tu
bes
and
rela
ys.
Mod
estc
ost s
avin
gs.
Mar
gina
lcos
t is
high
.A
few
larg
e m
achi
nes.
Com
ing
Attr
actio
ns
V:
Tech
nolo
gy: T
rue
com
pute
rs, n
ew c
apab
ilitie
s.N
ew U
ses:
Fi
ndin
g a
civi
lian
mar
ket.
C:
Falli
ng C
osts
: Vac
uum
tube
s, s
oftw
are,
in
tegr
ated
circ
uits
.
Sch
umpe
teria
n co
mpe
titio
n co
ntin
ues�
War
time
Ove
rvie
w
Van
neva
rBus
h an
d O
SR
DW
orld
War
I E
xper
ienc
eO
rgan
izin
g W
ork
the
Big
Sci
ence
Way
Ultr
a, B
letc
hley
Par
k &
All
That
Col
ossu
s (1
500
vacu
um tu
bes)
Stib
bitz
and
EN
IAC
Geo
rge
R. S
tibitz
Bel
l Lab
s (1
937)
Tele
phon
e R
elay
s B
inar
y A
rithm
etic
K-M
odel
(193
8)
Mod
el 1
(193
9) -
$20,
000
Mod
els
2-5
(194
0 -4
5)P
aper
tape
, err
or c
heck
ing,
mul
tiplic
atio
n ta
bles
, &st
orag
e re
gist
ers.
NA
CA
and
Abe
rdee
n
Ele
ctro
nic
Logi
c
01
11
10
01
10
10
00
00
SC
BA
Flip
-Flo
p
Bin
ary
Arit
hmet
ic
Hal
f-Add
er
S =
Axo
rBC
= A
andB
S
A
B
Vacu
um T
ube
(Or R
elay
s or
Tran
sist
ors)
Ata
naso
ff-B
erry
John
Vin
cent
Ata
nass
ofC
liffo
rd
Ber
ry
�AB
C C
ompu
ter�
Iow
a S
tate
(193
7 �
39)
Arit
hmet
ic �
Bas
e 2
Logi
c
Mem
ory
�D
rum
, Con
dens
ers
+ �J
oggi
ng�
Out
put
�C
ards
No
�if� s
tate
men
t.
Pro
pose
d 30
0 va
cuum
tube
m
achi
ne w
as n
ever
com
plet
ed.
Kon
rad
Zuse
Z1
Bin
ary
Add
ition
(193
6).
Mec
hani
cal,
punc
hed
tape
. Z2
R
elay
s (1
940)
.Z3
P
rogr
amm
able
(194
1).
2600
rela
ys.
Z4
Ref
ined
Z3
(194
5)20
00 v
acuu
m tu
bes.
EN
IAC
1939
: Fus
es in
stea
d of
vac
uum
tu
bes.
1941
: An
elec
troni
c D
iffer
entia
l A
naly
zer
-$48
6,80
4.22
-200
,000
man
hou
rs
174k
w, 1
7468
vac
uum
tube
s,
500,
000
sold
ered
join
ts, 7
0,00
0 re
sist
ors,
10,
000
capa
cito
rs.
Com
plet
ed in
the
Fall
of 1
945,
use
d on
�The
Sup
er.�
John
Mau
chly
Pre
sper
Eck
ert
EN
IAC
Mat
h U
nits
20 a
ccum
ulat
ors
Flip
flop
�whe
els�
+ T
able
s
Mem
ory
Pro
gram
P
lug
boar
d,ca
bles
,sw
itche
s.
The
Sof
twar
e C
once
ptTh
e m
agne
tic d
rum
/dis
k id
ea (1
944)
John
von
Neu
man
n (1
903
�19
57)
Firs
t Dra
ft of
a R
epor
t on
the
ED
VA
C (1
945)
Look
ing
Ahe
ad
Pol
icy
The
War
time
Res
earc
h M
iracl
eO
SR
D, N
atio
nal L
abs
Mon
eyTh
e R
esea
rch
Bac
klog
+ F
ocus
ed P
roje
cts
Indu
stry
/Aca
dem
ic C
oope
ratio
nB
ig S
cien
ce R
esea
rch
Mod
el�
and
War
time
Eth
ics?
A R
ole
For P
aten
ts?
Eck
ert a
nd M
auch
lyle
ave
The
Moo
re
Sch
ool.
An
esse
ntia
l inc
entiv
e?C
omm
erci
al v
s. a
cade
mic
mac
hine
s.
S. R
eid
War
ren
(Moo
re S
choo
l):�[T
he
Sch
ool�s
pat
ent p
olic
y] w
as v
ery,
ver
y na
ïve.
We
didn
�t go
out
of o
ur w
ay to
he
lp p
eopl
e, a
nd o
ur g
ener
al a
ttitu
de
was
, �Le
t�s m
ake
it so
it�s
hel
pful
to th
e hu
man
race
and
so
on.��
Pol
icy
The
Wor
ld a
t 194
5
(v-c
)Lo
okin
g at
v:
Gov
erna
nce,
Mili
tary
, Sci
ence
, Com
mer
ce.
Com
pute
rs fo
cuse
d on
mili
tary
pro
blem
s.
Look
ing
at c
:E
lect
roni
cs: V
acuu
m tu
bes
and
rela
ys.
Mod
estc
ost s
avin
gs.
Mar
gina
lcos
t is
high
.A
few
larg
e m
achi
nes.
Win
ner t
ake
all d
ynam
ics
Sch
umpe
teria
n C
ompe
titio
n?
Com
ing
Attr
actio
ns
Look
ing
at v
:Te
chno
logy
: Tru
e co
mpu
ters
, new
cap
abili
ties.
New
Use
s:
Find
ing
a ci
vilia
n m
arke
t.
Look
ing
at c
: Fa
lling
Cos
ts: I
nteg
rate
d ci
rcui
ts a
nd s
oftw
are.
Sch
umpe
teria
n co
mpe
titio
n co
ntin
ues�
Pol
icy
Leve
rsM
ilita
ry s
pend
ing.
Ant
itrus
t (ag
ain)
.