-
tX
Chapler 11 I
Process problem solving andimprovement
r Objeclivesl i ' r r lknl ! . , . I r ,1 f ro! L l , . . , 1, .
r , , . \ \ ( ) r l ror f r r , .s ' fn) l )1, . , ) r ! ,1\ I1,. '
r ' r l Lr" l , rL^.r jn
' ll ( i ! i . : ! r l ! ,11r( . i r r l ( , f t iJbl( , , i s ,
) \ LL l ( ! , -lo I I r r : I | , r L ( , I I r ( . I I r { r j I
rh.r(r , ls $ r t l r t r ( i r ' l ( r l ( \ . I I f lL \
o l ' r t , \ i ( l ( , r i r Lrnt l , .* l , i , r r l i , ru.
l l j ( \ \ t lk l f ( l r r r i ( lLr( \ , , , r r l t rsrr ll ( )
r I lh r l , ) , ' i , l fn\c5s r t ) r ( \ f i i r { r l
t 11 .1 lntroduct ionl ' r ( r fss i r ) r In, \ ( r r ( ,n ls,
I . o l lcn . ( l j i . \ .J l l I { )ut l r sp. f i l iL ol) t0r t
r r Ii l i f r . ( orrrn, . l \ . . r lk \ l tn, l )1. , , is , l \
' r i i { l , i r l i l i (11 of f ( l o l f r i /c( l . \ l ( \ r
rs( ! ' r " f r \ ( .Nrr l ( , | t ( , ,1r , 'Lt i .s s l r ( iUl(
l l { , . r ( l 1(J th, .Lf( | l i (nr i , l t ( , . rnr !$ l rR
In(Jnb(.s l r r f 5 ( lct( , I I i I f (1 t ' \ lhLf $( , f f . r r
r . , r ( i ( [ t . r i l ( \1Inr( ,$ l ( r l l t ( t ) l lhc t ' ,
, \ .sr , r , r l ih, i r r l r i l i { ! l ( ) l . rk( . inr l , ,
, \ , d, . , , I r ( t r ( i r lIh. l ( , i rnq nrLrsl lh{Jr b.
P,1, \ , r ler l t r i lh g(r \ l l { r i ,1{ rsh i I rn( l l l ( .
i r l r ll ( ! ) ls i ( , l . r ( l (k lh{ l ( i l r
l i \ esini t r l i . rh l ( . nr((h1,Js, ( r l f t i t . r t .
r \ ( t r . r l r l { .n\ rn)nnxI l l ( ) r h!Drb,rs.( l f f (n)LJn
s(,1\ fg. . rnr l r ( ! r l i r i r r r l (J inpn^f1rsi .gs\ : t (
,nr . r l i .n\1rn( lLrs, lh( nc\ r f . r ! l in i { i r r f r l \
.nrrr t . \ r l ( r t f l , rn,do,rh(tk. . r r t \ ! iL l1. ..n!
i$( \ l l h is rptro.r .h r l fnr . rnr ls th. R.r l l inr( nr ,
rnngcfx ' | t ( , i Jnt , t , rnd.r t i (Ds(!r pr i fosses inputs,
.onf l ) lsrr r .s( i r r r .$. nol .utputr . l ts i l lr f ( } r
i11 i ( h inSe in th! lnng!.gf of m.rn! ( r r . rn i /ntnnrs f f r
rn pfr .eni iH.
-
tI 2/8 Stat s l ca process Contro
1j i : I t , . : l j* prtm( .prL'd,! r, ,nd nu,,,D(.r o, crr i i
\ . {, . r/o, (. . .?rcut n7. r ni . t rmJrp mu5r \h.rnqe from rh,.
r f . rJ i l r^rr .r t . rppr,rJL h , , r t f r l: . : l -
l r ]p . |e, i r i , ,h, ,n rhef, . rre no p,ohi"m..md no fr
.rrh.r impr re. Th(.Jr i \ in8 for j . . tor l lx. wrl t be rh. n,
. d ror bcLLer
'nrem.LInd e\renrr i r \ tompr \rhn,r , t ron le\ c l . . whirh
l \ i t t le,rd to thecontinuous improvemcni question, ,Could $,c
cio rhe job bctter?,In Chapter I 5omc basic rools ancl techniques
,\,erc brjcfty jntroduccd.q, 'me,t rhc.p.rrr \ pn Lr{ fur in a
probtrnr rdent i f i dr i , ,n,rnd \r \ Inr, , rnrc\r .
. rmely t , . rrptr ' . rn.r lv. i \ . , du,e and L.t fe.r .
rndt\ . i_ \d rrdi . r_grams and straiification.
l l"."lr:: l):. *: : l l":p r,,nr_,elr,, irp.,he,r Jppri,,rf iun
bv th,, |c,!.reunn.r . ru. I r \ h ' f ( , ,n th! pn\e\ \ . Iheirc,
,mmrtm,.nr rr . thr . wr l l bePos
-
, f
ii
-
aI 280 Stat ls l cat Process Contfo
. Histo.{/dD absenteeism and arrivat times of trucks during the
day.',
Crntrcl chrrt thc movcmeni in currency and weekty d;rnand;f
a
Distribution staff hav used p-chads to monitor ihe proportion of
delivpr i( . \ shrrh.rre lale dnd prr.ro.rnrt \ -rs 1,, toot Jt
comptainr. inv,, t r rnqIn! dr! tnhutron s \ tem. Compuler rnJ ! r
_. .nrre
^n(.r , ^ r . i r r \ I , u_edcau.r ;nd effecr rnrt1. i , Jnd hi
. l^Brdm. tu , , , t rcsenr crror. In ourpull rom their .cr\ i , c.
\4o! inF d\ crr8,, . rnd cu,um , h.rr t . hd\, . imm(nsep.tcnt j ,
r l 1," imf ' 'or inE fofcc,r .r ing in n .rre,r . inctudinB mdrt,
, t ina,demrnd., 'utput, (urrFnct \ dlue dnd r ^ mmoJity
Fr.cp_.Those organizations which have madc most pro8ress in
implementin,r. ! (umf' , 'n\
-wrdL' .rFpr. ,rch tu.mpr,,vemenl h,r \ e r , .c.rqnr, ,(J dt .
rn edrt ;st ,rHethr ls lc i \ ror lhewh, ' lHorBr i / . r t i . ,n
RL_tf lct i , r t i t 1, , t r . rdir ior) . i lmanulactlrnng or
op.,rations activities means that a window ofoppor_tunify has ben
clo:ed. ApplyinS rhe mcthods and techntqeres outsiilcmanuiacturing
will mnke ir casicr, not hnrdi,r, b gain maximum benc,fit from an
SPC proSrnmme.
Sah's and ,tntktti,tiis (J^c area r,! hich ofien rcsists
iraining in SpC on thebr,rs ihat i t i - di f f icul t to JfF[.
personnet rn rhr: vrrr t funchL,n ne(J t( ,bc educrteJ rn stc
mqrh.,ds for lwo nlrronr.( i ) Th(y n((d t \ , unJershn, l the h.
iy thc minuf.rdur inF ind or scr_\rce producrnx fr . ! f \ res i l
l rhfrr urdnniznt i , ,n5 h
' y l . Ihr{en.rbl
-
:tt2Sr xPrncrss t roble r s0 r n! r rd rDr. !e nrnt
l r ( f r , r ( l f r ( r r .cminl t lh! . f , rst . f r .sf f t
i f { l t I t t | r ! t i . r l t ! nr .n.( \ ( , i rh.s.
N 11.2 Parelo ana lysisl r r r r , r f \ rh j , jL. . \ . , I t
) l I 1( .s( . t i , r ( l l l , . , t r j r ( js t t , l t , , r r
t , , (n, lL, | , , I i \ .l r ( i f i , r r ( \ \ ( )1 l l i .
sL)r r ( . : . lh( . l l , r l i , r , r . ( i f , ( ) r j i r l \
l l , ( \ l ( , l ' , i r ( , t ( i Lr : , r lI
' r ' . ( i f ( i . | l n lnr i l r ' . r f f r i , r t r \ l l
l i , . , l , . l r l l r r i i t ! r t , l nL, i l t l r i r h i
.
( ( ! r r l r \ , r l l l r . lu i r ( ' l l r ( ( i r r l r \ l
l . . [ 's . \ . ( l ] l r , r l S()(r l ) l ! . r f . r t ( ) rl l
, r l r 's s( . , l l l , , r \ i r l ln l r r . ( l i , l l l r :
l r l r , r ( i ! r l ( ) r l l r . l \ j t ,Lr l , r t r ( f r /
\\ | r i l , i , ( l ! l r l , r l ( ) I l r , r \ l \ r r r l ( )
r r I ( l .nr l r i i . , r \ t , ) l t I Lr( . rn l i . r I \(
,1h, r . ! l \ l r ' r . \ , rnf l ( . . r i ) t r . ,L r t t , r t
l r ( L l , . i ( \ t :s t t r [ \ . ]nf , , 1rlnr( i ! , r r , l l
l i f ( , r rcts; i l ) f r . r Lr . r i l i ) l l ! ( ( ! j r f l
, r j r t rL l j ! | r , rLt . r r ) i r l )l \ ' r ( i r r l I ' l
l ! rUsLr 'nr(rs lh(- . ( . r i \ . r \ . r l { r r \h,r \ ( . i \
!1) l i .hr(^ i r i i :t ! '11 () l l , , ( .1( i r | . rh ( , r l
ln r io . t l r r l ,
lh r , \ l , r r , l rk, L, l , i f , r l iLrrq ( l r l f . , (
( ( ) r ( l r i t L( , f f i ( ) , i l \ , ) r nr l r , r t . r , r
( ( ., ' f ( l l ! t , r r t i l l ( i , r1)ni l r l , , , r ! i \
i , i ! l r , r i r ( \ \ ( i f t i : r , r .LI Jr , I ( l , i r r
r r l \ \ r :l l r s is . r i ( i r i , i l fnrr \ lL, ,L t r r i ,
l r i \ f , , i ( l i l \ t ( , r (1, , , , { , ( , , rc l \ L, ,
rL l , . l
:1, \ r l . ! i ( l \ { r \L l i ( \ i i \ ( l ' , i r . l , iLI
j . r i r r , I I \ t ' iL l r , r l . , . , ,L L{t l t , \ t t r r
\L\( \l , \ | | i r I ) | ( , \ ( |
'
r ( , I r I l , iD\ , 1, , \ r , l l r ' ( ( i f ( l r i r r l
,1\ l l l ! , t ( \ l I r r r ( 1 i . , 'l r r ( , , , , r l r I j
r I , r I r r ( , I r i , r I 1, i I l rc i , ( I \ . , , r1 i ( )
I l ( j r j ( , r r l l \ [ ,L I r ' ,L.r l l \ i I j f , j r . l,
l r l t , r ( i l , l { | rs, I r | ( . ! t , r l r l i \ r i r js
t i ( ) r l l , , t ( ! . , r ( i j ( r l
Pareto analysis proced r t rcsl l i ( , f ( , i f ( . , r l \ \
, r \s, i r . , , i \ . r . , t ( \ l \ ( ) l hr \ r r ' \ \ ( I !
, r l r t ! r r l t r , r , ,1t I j ( ,r r i r t f ( \ ( r i r ( '
r rL:Lh(,ru, i r l \ , r ( ' l . i , , rs. l , r (n(* . \ r , r t ,
, , ' l r l \ , r '$o.1. \ . r l f : .f l ( l , i (hfr , l r l (nr
I r , , t ) ! ls . : I j . r r \ : I r , r l l ( , I r ( ) l r l r
, , j \ , I r l i t L\()rL(.n( l i ll i (u l l l ( i l r ( , (s l i
i (1,( i r r . : i ) l , r ' l l ( , l t ' l r , i r i , l , l . l
r .Lt \ ( , l r , , r , . r ,nr t ,L, ,l i l ) l t lL l ! i \ ,
\s1)r i r . , l . r l . r ( r r l ln r{ , r : . , in: ( ) , i , , l
( l r ( \ (Jr . r (1\(s1, r l t r ( ! lr . l h, . i r i { : , In}
,1\ \ l { ) r f ,N(,r l ( \ l , \ ( l ( .1 | , r ( f ) r \ .LI1l( ,
! nrL\1.( l l (Jl f , rn: i r ) , , , , l l j is ( l , j t . r | )
l ( jnr , r l r , r \ : . r r ) r . r ( l 1,rr
l l s( l " r l ( . r ,h\ i , \ r \ l r r t lh() l \ f . \ ( ,1 l
f r ( . r ( )n.r \ : . r \ , r r ( , f (N!Llr l , . l i r r . t (
lr ( l ( n l i r \ lh , rc, , ' $ l r ( r nr( iu l ( l nt i \ ( . I
r i ( r t \ r l l rLr l i ( )n. ( ) . ( . is 1, . , \ ( lr r r lh i
! \ \ tuur( \ ( ) l f , i (h( . r !s( , ( i l \ r , r f r ' , .N()
,1,r r ( l l | l , (n l r r . r i , L)n\e( l( r r L()s l l t s ,
.ns(!rr t ,L l ( ) , rs\ |nrr Lh,LL l r (nh t \ l r ,s () l . r . ,
r \s i \ \ \ i l l tf ( r lL l i f f ( l l l r ' r l .n i i t i r r
l i { , . (n lh. , r , )s l l rcLlr t r l r i l \ ( ! i I i r i rg
r . . r { r ish(, ' r ld f r l lh l ( l l ] . l t , l , r l nI i
rh.r ( ) r r r I l j f , s . r , ] f f ( . (1 , j f ,e, lLr i r in]
lf ( \ ! o.k lo 1, . r f r lu.rr i . Ih is nr,r ! h. n.( esnrr \ h)
i rnpr( \ . f l , r r t r iNr.rn,rnr()r , r ( \ \ h l ( h ni . rv t
) f . r ( l \ efs. l \ i lJ( , .1.1 l ,v.r h ig l r f ropr)r t i (
in, , t oLr l futl r . n i t r1 l { . t ( \1. , \ r r r l \ \ is
usinl t ! , )st . r \ lh( l ) . r \ ls $ i lL b{ nc.rss.r n '
-
xI 282 Stat ist ical Process Control
tr Table11.1 Dataon batches 01 scrilltagren scrapped/rworkd
SCRIPTAGREEN -APlanl B
Eatches scrapped/reworkedPeriod 05-07 inct.
Balcft No. Reason lor scrap/rework lvlalerial Ptantcosl (t) cost
(t)
Labourcosr ( l)
05-00505 01105-018a5 42205 02905-03505-04705-05805-06405-{6605
07605-08105-08605-10405-10705 11105 13205 14005
1500F16805-17005-17805-17905-17905 18905 r9205
20806-00106-00306-01506 {2406 03206 04106 05706 061
500500
4000500
1000500
4000500500500
1000500500500500500500
10004000500500500500500
1000500500
4000s00
1500500
2000500500500
l,4o slure conlefl highExcess rnsoluble malterDyestutf
contaminaliofExcess insolLrble mafterLow melltalg pointl,4o sture
conlsfl highConvers on process fatureExcess nso ub e ma erExcess
insoluble rnatterFxcess nsoluble malterLow me ling poiflMoislure
content h ghI\,loislure content hl0hHioh rof contentExcess
insoluble malterExcess inso uble matter[,40 slure corlefl highLow
melttnq po ntDyeslutf cof laminalionEtcess insolubte matrerExcess
nso ub e maller[10 sture conlefl highExcess insoluble matterExcess
rnso uble mallerLow rnelt ng pointlvloislure content ht0hlvlo siure
conlenl highConvers on process faiureExcess nso ub e
mallerPhenolconteni >1%/Vloislure content hrghlJnacceptable appl
cationExcess insoluble rnatlerlvloislure content hi0hExcess
insoluble ma er
50 100n 125
22000 14000n | 125
500 350050 100
22400 14000nrl 125nrt 125ni 125
500 350050 10050 100nrt 2000n 125nri 12550 100
500 35002200a 14000
ft 125nrt 12550 100n 125ntt 125
500 350050 10050 100
22000 14000nt l 125
1300 200050 100
4000 4000nt 12550 100nit 125
-
q 0 0o"r" dIt&
Table l1.1 lCont n!ed l
SCFIPTAGBEEN-APlanl E
Bahhes scrapped/reworked
Period 05-07 incl .
Balch No.
06 06106 06!06 0i l0l l 0r806 08206 011406 103|6 l t21t6 l2ill l
{ i l3 ll l | i t4 i06 15001t 151u0 l1l l01i t1i50{ i t /20{ i
I1J006 t9l lori 2020t 2 t , l0/ ' l l l l )0t 0210i 0iliJ0/ 051tT
a5/07 0( iut i t t2t i a i l0/ u8204 08/07 09707 l t6AT 117
La00utcosl { t )
1000t00500500
1000100050050(l50050lt
500500
500500500
r000400(l500500
1000500500
r500500
.1000500500
r000500500500
Beason lor scfap/rework
Lr1]er l i l : io l rbh f r i l l f rLxre, i l r r r i r t r rb
e rrr i r l l r l
Firosr I rr L bk f;rttrxtKrcliri I r1;r)lLrhk f ;r1lIr
t ln i | (xrolr l i r r Lr , rbsorI l r )
Lf t r* r : iDlrbh fr , r lhr
Lr lxr : is l i0 r l } 0 r)r , r l l0r
l rcLrss f : | r r r Lr r l ld
Dtr , l r l l r .o r r , r r f i r l r rLrcel is rso Lb I r f i
l l lorLxreis rso Ll) c f i r l tc i( ;o r !ersron procl lss l i l
rL ll icc:s rr1] Lb c i r , l l l lxLxrms i r !o LhI rnr l lLx
l)i.os1ril coxin n,rl orLxoess i rso Lrbh r i r lcr
Excess i fsoluble malterExcess i fsolulr le mri ter
lllalerial Planlcosi ( l ) cosl ( f )
500 350050 10050 t( l0r i 125l l l5
5rlll ll 0500 3!00
r t : !r t2\
5ll I0050 100
ir 12550 100r i 12551r t | ( lbu 100nr 125
5UU i i50022000 ] ]000
l 125| 125
??a\a 1.1000r l 125r l l f5
1300 20005U 100
??t0a 14000rr 12550 100
500 350050 100n 125| 125
lCont nuedl
-
xI 284 Srat st ca Process Contro
'at Table 11.1 lConl inued)
SCRIPTAGREEN -
APlanl B
Balches scrappedleworkedPeriod 05-07 incl.
Batch No. Reason tor scmp/rowo* Malerial Plantcost {f) cosr
(!)
La00utcosl (t)
07- i1807-12107 13107 13807
15307-15907-16207-168a7-17407-17807-18507 19507-197
5001000500500500
1000500500s00500500500500
nrs00nt
50500nrl50nr50
1750nt l50
12535002000125100
3500125100
1002250125100
Excess insoluble malterLow me lino poirtHigh rron contentExcess
nsolub e mallsrl /osture conlef l highLow rnelting pointExcess nso
ub e mallerl1/loislure conlenl highExcess insoluble materllloisture
content highllnacceplab e chromatoSramExcess nsoluble malleri,lo
sturc contenl high
derivo ih.'grcatcst finnnci.rt benffit from thc (,ffort (,xrted.
We shall usoa generaliz.rble stcpwisc proccdLrre k) perforn both of
ihosc rnatyses.
Step 1: List all the elementsThis list sh(Nkl b: etauslivl b
prcctude the inadvertcnt drawinS ofnappropfiato conctusions. In
rhjs cnso the reasons rnay bc lisred as rheyocclrr in T.rble 11.1.
Ttrey are moistufc contenr high, cxcess insolublemailL rdve. luf
fconrJrnrnnri . ,n low mFtr i , rr p, , i . r r , onver. i , r ,
pro. er_ Lr i ,un,hr{h rr^ i (orr l . nt . fhcni, l r^rr tent ' ner
L.nt. ur. , ( ,enr.rNc.rpptr. . rr i , ,n'Dir . .enr,rD e.rbnrpinn
.J,e{ i run . n. ! jepl .ro.e. hrom,rh,srdnl
Step 2r lVeasure the elementsIt is essential to use thc samc
unit ofmeasure for cach elcment. Itmay bein cash value, time,
fn:quency, nunber of amotlrtt depending on the eLmcnt. ln ihe scrap
and rcwork case, ihe elemenrs
- reasons may b measured-in tems of frequcnc)t iaboul cost,
material cost, plant co;t and totalcost. We sha use the firstand
thetast turquen y and totalcost. The tallvchart, trcquency
disrribution and cost catfttations are shown in Tabte 11.2.
-
Table 11,2 FcqJsf:r 'd str bula1 anc .a1a , !s1 ! i r r :s lL:1
LhJtclr : ; sa at! i t f9. ; ! r .kaa
Beason lor scrap/rework Taly Freq Lrncy Cost per balch (t) Tolal
cosl i l )
Ercess nso Jh e qratta,Dleslr lJ conlam 1alrrLo\,r melt nq nc.r
tL0lr , le iS Cl ! r0a:Sl lJ : faH !h r .on aont. 'n:
Llnaccepiab e a!p a31 rfLlnac.eplab r a.sc. l r i .n sfe: i rnrl
l lacceplal ] ie ch' !ratL.r i r
23:2l
t '
";
?22
I
65. ilt25
t,'t"..ia".i100
.1:0t0:5i l iJ5"nil
lL iaa095!
J5LII
149502000c
160i]0055000
r2t0i l050009600
10000950
1500
-
t tX 286 Srar st .at proLe!s to t ro
Step 3 Rank the e ements_lh
s , ) rn. f i rq t . r l .s f l . r ( r , . . r . r (J i fg 11,
rh, , t r rusI i$ nr i r t for r f r t .s!r-i i , . r l , r r Ih i
\ i , rh( . (nr j . r l ( t i i t r , r , r . . h. t t r r ( ! r ,
r t , , | . l tJ ( t i l l r ibLir i ( ! ,, ' , , ( l l l r ( . i
,su,r l r \ t ( . r ( \ ( l i \ l f i l ,Lr t , , , j . l r ( t i \
f . r f t i .u l r fh. r r r f ( , r r , l r ri , , , I ' ! r r ( ,
r ( , r l l \ r l f \srJ i , \1 ( , t ( .n j . r r l \ t i , , ( ,
\ , r i r r t i ( , . t i rLr1, , 11] , , ,* . , .l l l .n) | r f ,
r i r$ r I \ .1$i ! n l t t l ( \ l ! . r r \ . . , | ! t t , . , ,
.LtJ Llrsrr jbI i i ,n, j I L, ,l r ( . r , , , | . ( l , r l f , )
| l , j r ( ! r ! l t js l t ) . t r { j r t i . . t r i t ) j r l
i ( ) f ! r , f ( jnt , . i \ i nL ( i f r f , , \ l r j i t r , r
r l , , ( j | $ j l I th( . l , .L l | , r jL \ ( t i \1, i l r t ,
r j . , r rk. tL j j . , t h\ c lL.nrdj i y,r l , ( , I r l | , ( ,
t ' , r .1() , l r . j , r ! ( ! t h\ r l r ( . , r f . r { rL( , I
t \ . , rLr( \ , , , j t tk
| ' ( ! tLr l ty r l r : rn l r r r r ' r r n i , r r ! rkrr ll
)y. , rur i .1t ' r . I l l r , Ffr ' r r , , l :Jnb'rL ' . r nr I
r ( tLJ.rV r t r r i , r ror or lJr ! tLr i ! ry
ri
17 1r1 r ! .1r I t . ' r , l | , j t ) l t ) ?1 u\ 2a 1t- : , :
\H r / . i r , t . i (n i )
Fiqnm rr 2 I
ro f ( . rLr j r l l r j ( ,s( . r . r | , r . ( t ( ,sort ( ,
rs( . t , i Ih. I t str r \ \s l t ! , I . rs( ! r rf . r . l ( \ l
, r . . , j , ( l I1t l , j i11\ tu. | ( ! ( ) i , ! . l |D(, | ( r
. . $hi tsr Lrht( . I I r , jsl l r ( nr r , ) r ( i . r ( i l t l
r ( ( , , rs i I , t . t ,s l
Step 4 Cfealc irum{t attve d stf ibul 0lslh( r , , r : .s. ,
(UnI , j l ( r l t r j , j r th. t ) i . ! ln\L , , I r t , \ i l ,
) rhf l { )s( . \ l . . r l( . , r (nrr ILr l , j l r \ ( , l ] ! (
tLr(1rL. i :h&r,rs,r1r,r . r r . r"e,r r t j ( , r { j l . j t
. t . t r ( . . t0n
' ' '1 . . , . , . , , . . " . 1 , , .1 , r . . . . , , . , t ,
. t . .r l { . , I I \ . 1, . , . r , . , ' . , . , . , r , " . , r
, t r . . . \ i . r . , t .
r , ' t f . r l ! ( nL \ ' o l ( ' . .Lr f f (J j . f . rnd n) i
. r t r . ( )sr , l r ,sf \ , .1] \ .1\ . the i r r | ( , l1.r .
l
lh i r rg ni r lnr .nr l r f r , jbout thr .u lL nt i \ . (
!erJkIr L l rst Lrur i (n is rh.rrLh. gi fs bets.( n .n, h r '
luD.f l rh( iutr t bc.{ tu.r t . t l rh. ! .11, Ior , I r fn . r .'
r1 l , . r , . . . l , . r t . , , , . . . r . . , . . , , . t t ,
. r , . . ,nron
' I r : t , rkr i , t ( ) .o|hr\ f t t r , f f . r l r t r Ic!
,o i r r i ,n\Lrf . wi th ( , l { !ncnt\ .
-
Proress pr0b cor so v n{r and npr0,rement 2E7 K
Table11.3 Scrap/re$ofk Pareto analysis 0f l reqLency oi
reasons
Reason lor scrap/rework Frequency Cumulal ivefiequency
Percenlaqe0l tolal
Lrress i ro rbe fr t ln
DvrslLr{ l r r ! i n inar i InCorvcf r r r r t r or l rs I r i j
r ro
Al) ! ) r l ) lo l r i tedrr l i
Lr ! fs l r 1 l r I r l i r r i r ,1 l r r rCofrrrs rn t ) r r
lsr i Lr L rr l
Fr,rsr i r ! .1 rbh n;rr ior
l l r i r r i t r i r l l lo , r tp l l i ( r l
Llrilclrf lrlr N Lrr onrirl0rlrilrrrt ln i rcrPftr t ) N r l r :
ror I l ur
322J
I3
2
Il
325566/07375
/8
;;
10 00
32 508t 509l 259lt /5{t6 25
117 509N /!
100 00
Talr le 11.4 Sa rt / rc!r0rk Pir fc lr)r r iL lysi : io l tot i
r lcosls
Beason lor scrap/rewofi Tolalcosl Cumulal ivecosl Cumulal
ivepercenlage 0lqrand lolal
r600Ll0t2!1100b500rl200ll01.19501000096005000450r)
l i0001l2llt0t0i I l t0 lr0lJt5!1r0
3l l9t !r)il1)tt5l:99050100000
,1ll 1l71t 033 7588 75925950il7
'l!8 6591t 75
100 0
Step 5 Dfa!! the Pareto c!IVel I r .u.rr l . r t i \ , f . r .
.n l . r ! . d i i l f i l ) r i i (nrs . r f Plol l ( t o. n( . r
r gfrPlrt ) . rPr ' f . lhf . rDrLr ln i i \ . fcr . ( 'n l , rgf
m|suf. is Plot l r \ l on Lh( ! . f t r . r ln\ s ngnrnsl th.
.urnuLrt i \ f Per.r . t . rgr . l . rnerr t n lorrg lh( h( i f iz(
! r t . r l. r \ r5 I ig i r f .s l l 3rn. l l l .+nfeth( f .sP.. t
ivo l ' . r f . { i ) .Lr11s nn l requen.\
-
tf:& reg srrr sr cr prr .c!s f tnnlro
l r f0 l r . tn 1) r iO i l r l to, , rJ l lx lIr)niitr,:i
hqre rr 3 , I
, I rLI l , i l , r ( rA1( j j r , , in j , rst , j , r t r ( .
! r , r i , tut , , f$, , ,1,r \ | , . r t r t j , \ t , lL j \ (
\LUI
Strp 6: Interprel t l tc Plret0 cLIvcsl l r1. , r r r r tnt , r
. r , j r j . r t \ . . i . , I r t , r ( , t ) . rn\ j \ i , r {
rst( , t r l t t j l ] t th l l l r ( , , . tL.rr( , f l \nhi , l i
sh(,ut11 t \ , ( . \ . I ) r j rL\ l l , rs l \Un. i , r l r i , ,
t . r "p, , , t , , , t , . ,*
". , . .
i t t , r r . . r I , r , , , ' , r , . r , . , . r t , , , , r
, . . r . , , , t rl . ' l " r l , r l i , t , r
' , ' , . l . r . t ' t I r , , . , , \ . t | r l
I , r i r f ( r , . .1 ()r lhf r ( . , r \Lrr \ rn, r ,sf , ,
.sr t r le t ( , r st i fef .LJjr ot . r t r t r ( ,l ) . r l (nc\
b( . i , r t \ .nr f l ] |LI ( ) r f ( \ l r j j r in! r . r \ ( ,
, N
e\.( \s r fs() lLrLrt I mnttr , f ( .10 l ( , r . ( . ( ,nt)
,InL)rsru11
.( ! r t ( ! r r h i {h (28 7: I f r . . , r r ) ,l ( )s nr. l t
in i . l fo i ] l t ( | ] . i5 p(,r .0r i )
I
; - r :
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1. , 0.r I : t r i , r r i r , r r r / l ' l ,r
: l l', rr.li . r r , l
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l'!,.aillalj 'ri,
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l r r
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l L,r , t1\ , , i . , \ l j . . , t , rL. \ \ , rL,r .\1, , l \ . r
, r ' rL , ,1 l rL. l , i l , r ,o l l r r . r . , r ' r r . . r r
,
( l \ (s lL | ( ( r I L , I r I j r I r . r I , i j 1 l l l l \
' , ( . r j i rL( ! ' \ ( \ t ) , l i i ! ( - . . . r , | l r ( . (
iL l r . r t ( r r ) .l , ,s n j ( . l l i j ! r , I l i l r , . l
( . r t , rL l
l l i ( * ( . r ( r , l r t r , , . r l ( ! l11, , . ' \ ' l !
.1, , i f l r ( \ i t , l ( r r i , ( l , l r , i \L h(,rl r ! r l
r1tr l ,1 l lL,r . l r \ i , . rL l , . i l L) f | :L( L( ,1( . , l
r , r , i l l l r , . , , l , , rLr \ ( . .1, , r . ( l rLL( rrr l
\ l ln r( t , i l i | | r I r | | r , ) r r r r r r I r ' i . tL( t
,1, I ) i t ) |1\ l \ ( rl r , r ) t l r l r r , l i , : r \ ( i r
, \ l , i r r \ r r , r l r r ( , \ | iLr l ) , r l t rL. . 1 l r .
r ( j . .1. , ,1\r , r l ) l j r r i iL i ! ( l i , , ( l j . , l t
r , r ( , r r , , , lL\ t . \ \ ( . r \ l . , f 5 j i r r i , \ . ,
i , rL( . r il r , i l r ( , r ' ( ! r ih( . I rL i rL. , , ( ) l i
\ ( ( , :s | .L, l r l r l , , . i t tL, t r i l l l , i \ , r1,( .
l j i11t- lL l j ( \ l r , i ( ! , t , ! l r ' f r I [ , ( ' r l i
, rLt rL\ s l r ( ] r rL\ tLr i rL l ( r l I r i r \ r r i ! \
l
l l ' ( ( ) r \L!r1(n, l l ( ' jLr f l l jL. , , , L,1, . ! l \
( l \ , l ( l i r . r ( I j r i r r j r j t t l r sLrt ! | , r r r
l
L,r 1. , , t r ! r i r r r l ( i lnt , \1, , \ : i ( , ,1rr I .
l l r ' i ( , iLr i ( | l ' . l r ( 1 l l . ( ( . ] ,Jrr . i l ,
.
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*X zgo srar sr ca prooess Contror1, .
. - . ' l t . l r ' , . r l r r . r r r . r . , r r , , r t r .
, : . r , t , \ . r . . r$. I ; . , , . . r t . . . r i , . .
, , . r t r ' , l , { r | | , . I I . , | | . , , . | . . . . r
. . l r , t r . r . , , - . , , , r1,' r " r l . ' l l r ' , . , ,1
, , , I r , t r ' l , {
' I a . | , , I I . , , . | | . , ( r t , r . , r . , , i .
r r ra , r . l . . . i l r srr , . . . , . , . r , , t , , / r1r
. . r , . . . . , , r . . , . . r . . rt l ' i \ l . .hnir lLr f ,
\ l lC nnr lvsis.
Procedufal n ote, \ tJ( { ) r t ' , r r , lo,rn.r t rs is i \n
l1\ \ ,ofLr l ,n.r ( t r ! i fg ( t ( t r ! f , t ( \ ) t b l r l i
t i \L,rr . ( i ( r r . I rp i r i .n l rLr les nhich l rnvr n(, I
r . r thonr i l i ( , r t [ \ ] ( t , r i i , ! r . t lshrr r l . r
l r , r rs l . r renr,nrt 'ckr t , \ \ ,h.n Lrsir)q rhc.(rr( . ( .
I t , r l r , r l i t is r r ) l
l . ' ] , r . " i t , . i . , , i , . t i . 1. . ,J , r , , . ,
. r r , . . . , , . , r1| i , , . , ' , , 1, , r r r l , , . . r ,
. t r . , , , t , , , r . .1. , , r t , t , , , t , . ,| 1. , , t .
, , , , , , , t . t , t , , , , r , , , t . . , , , , t r t " r . ,
t . , r , , , r , r1, , . , r
r lar , ' . \ . .11\ , ' i l \ I . l l . r i , . r , t t . . ' ,
. , . t , , , . . , . , , r , , r . , r , t . j ,i f l i l h, . , l
( ) , r f strr j rh l r \ \ ' . r \ ' t l j f , r inr ( j t t t ) (
, t , . r |1, t ( ) t . .hni( tLr( , i r s in, t , l t .
l ( ' , , fsr , . l l r , r l ihr nrr \ i rLrnr rerrnl rs r .
rUr.r( l tof I r . .11() f l ( , \ t ( , l l { \1,LrLr l t r : r r
, l , r r r ( t I r f ( , r ) r ( f r ( i l t lxs!sr( ! | . r t
iL.rpl f ( i , r .h l l j . r t . !nr . r l , , f , rsi l ! 5() l \
. { l f |1,1,1( nr\ nrLrst b, , n.rdf to t r , r i t UI t i t thc t
r r l t , r (nx,s t r . ru.
r 11.3 Cause and el lect analysisInr , i \s lu( l , " , , l , r
t , r ( i t )knr,1l j . , . / r1r s( !h,rs,r tnr l i (ut . r f r t
r l . ( l ( , . , r . ( . rr rL pf( \ r 'ss i , r l \ ' lnr t r l l
. ( , I r ! .nr j ( t . l t (1t r i . r l , "s js In,rr1 ' r . ,
,11. , , , r1 1, . - , r l , , i , r l . ' r t r , . t r . r , , .
, , r . , , , t r l , , . . t , , .1lh \ l f (hnlLlr( . ( ( ,nr l )
r in\ usr i f ( ) l ( . r r is( , , r f ( l L, [ , \ t , l j , rsJ.
! r js . I ] ( l
lhr(nu!.rnLlc l l ( ! t ( l i . r i t f , l r i rs() t t ( , rnr
fnr j ( r r \ t I f . rssirr I , r5, i r r , ( ) i thr .l ( \ l l r
i ! l rks , r l r l l , \ r l l , r l i t ! ( iR.k s Wlr i ts l rh
i ( \ r . r i , ,nrrrr is ln( , , i t is , r n)rnt \11( s\ l \ | f
r i i I I i f i ls sL()} l , { i l t | ] t , nfpl( l l i ,n, ( ) i
th is nr()s l usehrt . rn( l\ f rs. ' l ik l ( \ ,1 l ln . , I rsr
JnJ.J1, . .1 ! i rngr.rnr, . t ! ) t r r \ \ .11i \ t lx , tstr ik.
\ \ , . rL lLrgf . r f r ( , r l l ( r rc i f \ f fk, r ) , ( ! thr
f ishh!r . ( l i ,1:rnrI ( . r l icr rs r tp. i fnrr .J, sh' \ \s
th. . lh! t , ) l t lx l l l r , l ( ) i . r .enrf . r l 'spirxr
s.r th lhr . . ruses.rrt | t ,enLls( i l thc ' f ibs 'hhr. l rL,r
.n.h f r1) r i r lhctr . rs( nnnr isshotr ,n inl iguf . l l .5 lhe
pr incip. l l . rh 's l isn\ i i i rst nnr l r t rJrr .Ju(rc l t i
r thei fsutr-( . r rsfs, . r1\Ub srLb ( f rscs Inrr .ss.ry lh is
pR)(,ss's
ro. t f r recl unt i l i l l lhc.(nr r i \ .b le.xLrses h. \ e
b. 'd inctLrdr,c l .
Ihc l . . tors . rn, ih. f ct i t i .n l lv .n. l |sed in l ight
lJ i their tmbnble.(ntr jbut io. to the cthrt . The l . r .nrs
selc. tccl rs nrost l ikel ! c.Uses of thc' ' r , . , . , rer , . r
. , 1 ' . l . r t , , l , . rn, r . , i , .n t . . i , , . . f r r
, , , r , , - , l , , i r , . , r
-
.r,Pr0cess prob em s0 ! , nq and mtrolemenl 291 X
Fi4rE11 5 B I n l , l l l
lh( f f s, l , r r i ( , r l l r s , r r , r l \ I t , r l f , (
r r \ \ is n l , i l ( r l , , , r r i l 11, , 1, , , . ,
fL,s.s
C0nstr l rct in0 the 0arsc anr l ef fcct d a0ram. \ l i . ' \ .
l r lL. l l r , . l lL, , , , , l l ln,J, i i , r l , i l . ( l l
,1 l r , r i , t , r ' i \ l \ t t t t t t t ) i r i t t t i i ,r l
, i . , s f i \ l l ( , lJ , i , i l r i , l r , i \ ,nr (nL,\ (s,
i , ,1 I r l , i lh, , i t \ ' , i \ ( , , ,u1, , ) it \ t I ) . i
,1r l \ , \ ( l i , , , ig i , rg ,1 . rs hr i , r r , r $ n,r i l
\ , r r r L r lhr s i . r ' . , 1, , t , i , ) l li1 , , , . , ( )
\ i r r ! ! \ l ( l t l , . r \ , r ( $. l t r inrr( l , rnt l \ ,
r l ( l , i ( i l i , r
. , r : . ( r i l ( i :d, , i l
! i ( l L! . is , rnt \ , , , , r i l lL\ l ( lL, , i r rgr l )
r . i i , i \ l ( r rn in i tsc\ : i , ) r l i ) ( ) l r l , r i ,
r l i ! ,! r . r l ( : t , f { , l ls l r (nrr t l i . \ .ss i ,nr
, r l l , , i . , , i l \ ' , : ( ,1 Ll i , ! r , r t ) . .1 i , ,
r ( l t , , r l rl \ r l ( , , \ r r l \ . r r l J l l i , l . . r
: ( i l l f r . (1 .u. r r ( or l r r l ld sul i :L! r r . r i l .
I r . r l \ s !
I I r ( , ( r I r s I r L | ! { i ( ! r ( ) | r ,Ju:( J i rLI L
l l f ! t { l i f ! r . r r i : ! \ t u: l r . r1f( l $ l l r
l l l l , r ( r1u, l i r r r iJrL,r0i , i . ,1r . , l \ i ! , ,
in, ,u ln(1rf , is l i , , rs. , \ r \ l , . , j i . l \( ( ) r j (
. r , r . r ln l \ )u l lhL.r i i ( ) r , , t ( ,1 *n\Ln!.( ,1 t (
! ,* l i l ( l ,$,rsLnI in{ I ' l , i ( .r \ s lu( l \ ' ! l r ( )
rLf l r r ( l lu,r i ! l rLf l ( ) i r i \ fn iur t . t l ! t )
,oL, . r l ,ut l r . r ( ll r i (1. l i l l l ( f f ( ' t f ( sr .
, \ 'er , r t1( , r : ( , ! ( r r l r r . f l i f {s. lhL lJ( f . (
) l f r ( ) ! f ( \ rs is r l l f i l ru l ( \ l l ( i , r t { ) |
r ) I ) i r r , i I i ( , I r ( ) l l ( \ ) nr( h tJ l l , r r f $
i \ i r i l t r r ( lsh 'u l i f t ( l .srr lv l ) i , r l : \nr fn
'nr !L) l r f ( ! r s\s l ( , i r , r l i , . r f f r ( i . r l l r
lh{f rot) l ( ! r t r r : l r r r r l t t l t t ' r r r \ ! l \ r f
t \ ) i f l1\ l r i . r r t { rn, . , i l t r r i , i . .
Nlr()Lrs{\ l lh, t r ) l l ( i$ i rA st . f t r is{ rp}) f ( , . r
l r
Step 1: ldeftify the ffectl l r is sorLnJs sinrpI fnor] i t l r
bot , n i , r . l , is o i ler l 5( i fo( i f \ ! lon. thntnuch t
inreisr \ .s l { l i . the l . r t r f s le|s ol thr l ) rJc(\s l l
i : \ l l i l thnL Lhc( ' f l r . l of I f { ib l ( m is s l . tc(
l in f l r i f , . ( in.Lsf i ( , f f r in( i l , )g\ . I h \ t r i
l l h, , l t
-
?sX rg: srat s l ca proccss conlro
h' r \ o id thr s i tunl ion N hcfe th. ' .aIsr .s ' nrc idenr i
f icd afd r l iminated,orn\ to i i fd th.r t thc 'proble|r 'sr i e\
ists. tn rhf tcn b.S ronrpni \ , thect t r ! t (1rs r l . i i f rd
.s 'W.slc Lrrr f r ro lcr fd l { \ r ! rnsnl t dInn{ t l r . te.
lbrgnr i f l . r . t ! f r ' I i f ic(rs l . t f lncntss! .hrs
rhisrn.r \ t r ( ,nfr i \ fd r t ! . nn'rrnrherol f t , ! t (s,Lnrt
thrm,)st . ( rnnrorrnrfronso|sus()hlnin. l rhf( j Iq l lbf . ' i r
\ lof l r lng, onc of lhe' \ i t , r l L\ \ , ' { , | ] i pn1(, J i
rgr . rnr, . i rk l soUr.csr)uls i { l ( ' l lx f r r l | . t i ( )
f { l ( f . l lnr . f r
Slep 2 Establish goa sI hr inr t \ ) r l , r f .e oi fst , rb l
is l r i I t rcnl ist t . , IncnI i | ! l I t { ( ! r ts , r r rhc
({rr , . l( ) r I i \ fnnr l . I i s( ,1\ in{ f ( l \ i r ! , f I r
r ) t b. (^. f ( .DI l r . js j1.d I ' , ( ) i ) l , .nr\ i \ I r f
l is r i , ) t r sr . l i f r t r , t | . r l in" . i r t . . )v{)
| f M,,s l lu) t l ( . n.{r t t r ,l , r \ ! t l r , r l l l r ( .
i r .1t( ! . ts . . . r ( t r re\ i I i t s , , I r . g( ! r l rn
1,r , t . f t , ! f l t j . r l j l ( ,, r ) , i t i r i rk t , , l
r ! i i . f . r . / \ r1, , r t st t r l l , t , r t j . r f i ( !
r . . h, .s l , ) t ( \ t L j , s. I j .r ( . f , rs. i nr . , r :
r , . r jk ! r t ,1, t , r t , r t t , j r t r , fnJlr t , . , , j
. I r ( t th i \ n jUst in. tL, ! tc, ll inr . l r i r i l In l l i
. l { , r | , r ! i i f r r r . t lx !o.r t r ! , rs, , r :0|{ . r
, f I l r . { t r , . t i1, I i r l\ ! . ' \ t ( , in o rh, i lh! '
l l r is r ( ! t I i r rs, , ) l ( r , r r \ . , . r 1fr ! t UI( t
. f s l in( t l r | , ll l ! \ i l rL.r l io,r f r i ( ) f l ( i {
l l j r r l t l lx , i ( , . r1 l rs | ( \ ( .s\ , ! \ to.stnLJl is
l r t t tl r rsf l r r in , ) r { l ( f l r i k I ( \ \ , l ( , r
e\ . I I t ( . . h l l , | , r 5() t ( , f { i1r l r ( \ lLr( t i r
! rl r . 's l \ \ ! r , ' ( l i i ( , \ ( \ l l l i . t . , rs,rs l
, ,s, , r : ,L, , I j t r \ t r t t l { r r ( .nt( , t i ( ! j Is ,
r l l ., r l l l r . . ( i rnrrur ( r f (1r l ( ) l th lJ i , , i (
! I
SLcp 3: C0nstruct the diaqfam frantewOrkI hr l r . | 'k \ i , )
f t ( i I s h i . l i l l r , . , rLrscs. . i r ) hr t is le(1 . rh
t r , , v. fv h. l f lLr l1, , l l i . ( r ( . r lL\( . t l r l lk
inL t , r ( r r 'ss t [ , , ! r thor ] r , rs l , ! , . ( l l tk l
! . ( , t lh( ,lL\e ' l 's (J l J) f , , r l r ( t iof n, .n. l l f
lncnt, \ { . f ! rs. l rL l i . lhe!(rrsrr , ( . r ( ) | ( ) l( , r
' , \e. r l . l l , \ l r l i , igf , ln\ lh, t \ . { ( ) I r l ) ,
! r ( r , rs{) t rn\ ( , t \J. . r l i (n, j 1. , ,k
lh\ l rk l . i . . Lr( l i r l t 5er\ i . .s , nr . rn, f i . r
ts, l r r l . I rV
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f , r r . I t , i , r I :l5, . i r \ i lhf( l ( ) \ , | ( lcr l , r
. ( l i f ( t f f ( ,n( t ( , I t t r ( l ( , f \ r .L l .p{Jr , l
.n l l r ( t , ,1
nr,r \ ln ' , r t . . r rsf , r r , r , . r rLs, . . r | ,1 r
fn\L LI i , r ! r . r I r , . , s} l ! i i ( r tn, | , . rf i f . '
' r r r r r ' l , , lu.r I l \ r ) fs,) l ( , ) l l ] . f r r l l (
) , l . I r r r . , , ,Utr l l r . in( l .pc, , ( l .n ll . r ( l t
! s{k. t { r l Lr{ \ .0\et) t r ls}ror( , I r i r r r t r r r r r r
.h I , r , , r l r , , , ] ! , t ,err l
1
n
:
-
XEl ' r .1r i t r r . l ] | r ! i r i , r r t rL f . r , , , , ,
f r r r l
t , ,v r , ) , ! , , "
Lr . ! l I l r 1rr , . jt ( r ,u l l 11 I '
l ( i r L ln n t \ l ( r l \ , r Lr , - . ( , r l i ( r ( l ( t
! . , i , lLI l I , ) ( I ( , . L ( ) | I ( . , i ) l ! .1 , \ , r
r i , i , , . .i ( , I n , l t l { i ( L i l l . i ( ( ) , , I r l
( t , , | ,L, , i L| , , LI . rL,r . . rL!L' r ) l i l r ( . l ! ,
r : , , . l r . \ , r1 lL , , l . ,g , i , i i . l r , r L l !
I I 'L ' , I t I ! . I r t ,
i I I . ILLi . | ) , I I I rL r ( . I I i ! . I I , I \ | ! I L
) | | I ( L|(1I i \ I t i I . ILIL, l\ r , r \ :L l l i ( t i , r l
] r , r r l
'
! l \ l ! { , J i . r \ : i - i : \L l r r r t )L l [ r . .1, )
| r I 'L : \ : ] , | r i , rLL . r IJI . i ) r , l r t ,
i , \1\ . r , | | , r , ' \ t , r rL r | | l r t )L, l t l l \ .
, ! , l t t l j , ,s t \ ( 1, . ,1 l r ' i ( .1.r , ( , ,1nr l ' l
| l \ \ , \ , r ( t ,L,r i i r r ( l ( , r ' i r l i l r | . l j (
( ! r . , , , ,1 i l r . , \ 1r . , , l ( \ [ r ll ) \ t ) l l r '
, r , r ( l t ' r . . l r L l r t ,n , r \ l r r i : l . r r t - j
j i , , fL . . t )1,1, . . i , . , l i1 l ,L , l \ . : . t l
l \ ' rL\ lLr in\ l nr ' ( ,LL, l ( L, l l , t ( , , r ( (
3! 11.5 St lat i f icat ionl l j i ! i . , l l ! . . , r r l , l
( . . . t l t rL(r , , , ,L l l ! r i ! ! \ ls l r IL l ! , r l r ,
lL t r , l 'L , r , rL.r , rt , . : i | , rL l ( L, l , ( ) r , ,
,1, , r r1,11.\ ! . r , , j . l r j1. , , . , ,1 , t r , | , j ( t
r ' rLrLr( \ . , . ,1 , ( . i1, j , , .r r ( ) , r ( . . i , ! r .
, ,LL.r . \ . , \ l r i , . r l i ,nr i l i ( \ .1,r :L\ l l r ! ,
I | f t nI . l ht \ ( \
t r (1, \ L l , , rn, , r l , r l \ ) r lL i i \ \ \ l r r \ l r
(1,( \ r r l I | r ( . | r r rL(rLIr ( , L lh
51r,r1lr l ( i l i ( ,n, , lL(1, , \ , i l \L\ \ r t , \ ( ( , l
l { \ t ,gL)r (1r \ i r l l l i r , r \ ' l t ' l L l i t . ir r l
t j r r r ( . r r1 rr i t l l 1tr)Li l \ l l t , i . l t r \ . ( l
l ( ) ! rL i r l { , l r . . l r L( i r i r l . in,r l t , .
-
s |L 1l
r \ l r , , l I r t r l r ) iL l j ( . . ] ( Lr( t r j , t ) l l
t , r l r , | | i . r rL l . . , . r1( L l , r : i r , | | . . I .]
, '
, r , l " t ,
, . . Lrr ( , . . . | l l r r . , r i i ! , I t r ( \ t ! f r .
. t i f . i ( j r I jL. iL r t rLr L l t - . \ i . r .1i r LrL. l r
( , r t r . r I1rr ) t | .LrrL. l t r . : t r j r t \ j1t r r . , .
, l ro l t r ( . l l l! t , , , , l i i r I t l Lt , r1! r , L l r
. i r j | r , r j . . r t \ ) .1tr . I r , t1Ltr . . l j ( t i | ,
t r , . r r r , i , \ r . . .rL i r r r r t I . . I I j , I I r \ L
. I L , | , j \ j t \1, , , . , r , t r t , , , r r r l t l , \ t .
r .
"'1'l, r i l l l
$l r i i , , , . l l r lL, \ \ :1t , , . , , t r rLt , r , i j ,
) , ,1. l , l j . . j r t , t r . ln, . , . , , , r , t r r . r t r
. .r i . t f \ r : l i ( |1 I r ( r t . \1|LrL.r i ( rLr , j l1\ t
( ' r l l l , t r lLr , t . , l r ) , t , r1 i . I r j r . I, r i l
l r ( L l i l I , r ( . I ,L jLIL.LI
. r i ( t l t r ( iL. . . t t r r . . t , i t | | , ,L, i i ( .
r t L) | t iLr t t r ( .1 l , r l , . , r ' . .1, , , r i1 L. , t ,
r ( . r , i , t , , ! l i , l . , r t , , i L1, i ( . j t rdr . . !
( ( , r t ,L. \ rL
1i
-
o.,d t . t . , .qd, t Ip0." "
lilt
l*ii*lif,,:l rv( i r l rn i r l
I q(e l l 13 a .Lr l r 11, I r r r r ii , i , r , r l r , r r l
l r i in ) , / I
'11, " I dtrrr
() i . , ) r r { , l ln r l \ t fs( r r r r \ l r ( ' l r t
(
. r r l l lo l lL\ l i r i ! l i l r r ( r r l ( t ) l , , rLrs
( ,1l )n.1,11i(rrs.r f . r f l r r r r . ' l
: , i l | l .L l , r l , r s l r ( 'u l ( l t ) ( [ ( t ) l l (
]1 lLh( 'srNL,( ' l \ 1, , r l rqLI , r l l l \ 'ssLlr l r Lrr l ,
,
{ i 11 .6T
Summarizing problem solving andimDlovement
l l s . le i r l l )n t l re rr . rnrp[s t reserr t t \ l i .
lhL\ .hIPnr lh. ] t lh. fnn. ip lcs rnd ( \ t f i ( tues of Pf tnr
l ( rn:ol \ i ru nnLl i rnPr( i \ .nr f r rL nr.r l rc.rppl iq l i
{ ) i . \ ' huur.rn nclLvi t \ ' , pr^ i !1.d lh.r l j l Ls r l
gxdf( l . rs,r Pn\.ss.lhe o. l \ ' \ \1r \ nr co. l ( ) l Pn{css
otr tpL, ls, \h. t l r ' r t l r r ' ! l ) f i r l { t . r (
ts,
-
xI 302 Stat istrcat Process Contro/
paperwork, snices or communications/ is to nranage the inpLrts
sys-tematicalll Data from thc olriputs, the proccss itsclf, or the
inputs, inthe for of nrmbcrs or information, may thcn bc used io
modify andimprove thc operdtiolr.
I'rcsonting.lata in arr cfficient and easy to unc:terstand
mnnn.'r is.tsvita l in thc oificc as it is on the f.rctory floor
and, as we have seen in thischnpter some of the basic tools of SPC
and problem soh ing h.rre agre.rt dedl to offer h all areas of
manaSement. Dati obt.rined fronrprocosscs must be analysed quickly
so thai continual reductior in the\ nficty of wavs ofdoing ihnrgs
will lcnd to nev.'r cnding improvenrent.
ln mnny non-mnnufirct l rr ing ope.. t ions therc i r an '
(rcrgy barr icr 'h)Llc srrrnrount.] in convincing people ihnt the
SPC npp,orch.rnd tcchniqucs h.rve a p.rri to pl.),. Everyore must
bc c.lucntcd so that theyurrdcFhnd and look fd poi(nt iai SfC ippl
ic.r t ions. l ia ining in thcb.r\ic ippro.rch of:
no p().css s, i thort drt . r col loci ionjno dni.r col le. i
ion witho!t annlysis,n() nnnlvsis without n.t ion;
wi l l ( 'nsurf thdt cv( fy possibl . 'opportunitv is Sivon k)
usc' th( 'se PowerfLrl nrcthods k) grc'nkst cffect.
Ir Chapter highl ights' hocess impr(\'('nrents ofkrn follow
pfoblcm identification nnd tht
cr.'trtion of ionms k) solvc thcnr. Thc te.rms necd good
lcadcrshiP, therighi tools, good daia and k) inkc'nction on process
inputs, (ontrolsand fcsoorces.
, ,^ slrstematic approach is requircd to makc Sood use of the
fflcts andtechniqu.'s, in r/i areas of all types of orgarliza tion,
including thosc inthe scrvicc.rnd public seciors.
., Parck) annlysis recognizs that a sm.rllnumber ofthe caLrscs
ofProb'lclns, tyPically 20 per cent, may rcsult in a large part of
thc totateffcct, itpically 80 per cent. This principlc can be
formaliTcd inio aproccdurc fol listing the elements, mcasunng and
ranking thc clcm-ents, crcainlg ih.' cumolative c:tistriblrtion,
drawing and interPretinBthe Pareto cur!c, and presenting the
analysis and Lonclusions
. Pareto analysis leads to a distinction betwccn problems ('hich
arcamong thc !ital fe!\'and the trivial manv a Procedue which
enablcsffort to bc dirc.ted towards th areas of hi8hest Potential
rcturn
-
Process l ) r0b e n s0l f n.0 Jnd npr0venr0nt,l
303 x
lh. rnnlYsls is \ i rnple, LrLrt t lx .ppl ic.r t r ( , r rcqUir
. ,s n r l is( t t l ine$ir i .h i l l (^ !s f i for t hr br d i f
t \ . t r i t ( i th( ' \ i tJ l f , \ \ ' . I t is s( !n.r inrcs.
. r l l ( \ l r \B(- . rn.r l \s i ' ( ! Lh. E0,/ l l ) fLr l .l i
( , .d.h ( f i r f t thcf . i f . Usl1.r l l \ r Iunrbcr ( , f .
iLrs( ,5. ( , rLrs. . rn( l ( , i te.r, I r r rs is f fo\ rL l fs I
s inrph n{) l t ( ) 1,r f rhc kr( t r i i r \ lqf rJfc\P.r t { hrs.
f r i r t rn! : t l ic S.rrrr l on i ) l fossihlc. , rL jsc\ l ronr
lh( . I f \ , j l | , r t i ( j fl r f . r r rs l (Jfr I l r { s
usfr l t ( , l ) |1{ lLr( f . .Lr \ . , r j r l ( ,11. . r ( l i .
rS,rr j jc . t !h. , j( ( r r \ t r .Lr . l i f r l l ( l ls l r l
) ( ! r .s l r . , l \ r l r l i , rBr. | f \ . t l r ' .v , r lLr
i r l r ( r r (Jr l \ j r ( . .l i r l . i rs.soi . rspe, i l i ( \
l ( ln. . ls l r ( ) ! l ( l b, c\r lur l r t l t r ( inr LI
is(Lrrs i ( i r l5t( , ls i r r ( ( r rs ln,( l i I r t . r ( , l r
\ i . r , rJ( , t1. . t ( l i , i ! , . i j r r r . t | ( l ( . i ,
t . l l i \ in1ll l r . .1 i ( \ i . ( 51, ' l , l rs l r l l i t
lh qr, , r s. rdrs l iLr . t inr t . r l r . | I ( . ! ! ( , r1. j
f ( ( ' r ( li r i f , r l l sul tq st(r l ( . I rs( ,s. rnfL, lJ,
j l i I r t th , (1. , ,s t ) r rL,r r ( j , r nr() , . c i f
rk.lur(11 ,r f , r lvs is fJ, l r r t : i rJ f ln, ,s l , , r . r .
t i ( j fr \ \ , r i , ) l i ,n j ( , , r l lk [ !h j r i ( tLr .
rs lh ( . , ! ! . f j ,J f j t . . t L l i i t j . , , r j t r Lt
]. r l { l i l i ( i r r ( ,1 L, j r ( ls ( ( l i l ) \ ( ) l l . r
( , t r ( ( | . ( t : i ( tL.() i th.Ltr , , ! , . I I j :( t r . r
r l 1(r l , s iL l i . r I i r i r l f t \ , .1 i . | t 1. I1t ,1.
, I r ( l l l i . ( , [ : ( .s \ l i (^ \ / i / i ] !. r r l I f t
f , { r , r i ( , ,1 l r l r , .s( , i l l . f ( i rgfn, , ,s J (
,c nl( . t , \ i \ U\r l 1, , : l r ( t r \ l l i ( , r , I , I I l
, , i . . I i i | ,l \ ,1$(1 r lw, , r . r l ( ) rs l ln i r i ( l
r t \ , r r l ( , r i l ( . , , , r t r i l l i , rSt . r r ( l t r
( . t l r t \ ! r ( l( ,n l ( ( r , .1|1) l l . ( l ) ( h, i . ( .
r , t I l r f r . I l ( ! .q, jnLl , r , r o l , r i , ]L( , LLr l
, r r . ( ( , r r t I j l, 'n. \ r l i j \ l1, l , r |
'
| 1( i r l \1sl , r l i l i , . rL i r f r : , . r s,rnr l )k \
,1( \ l i ( ! r I r ( . th( \ l r js( t l s ln j r l r , t ,L, t .
r l ( ! r !, 'n (( ,n ' t , , i ! \ l ( i i r l i l l r . | r . r i
t Lh,r f . r ( t ( f is t i , \ l t i \o] \ ( ,s rr i l l . ( l i r
l { o l( l i ! j r l i fL( j . r l , j i l l (J jn{ , ) | jh l r i
! { f ( r rJ,s l r n j . , ! l t | :n\ l i r ( ( r I i
'
| | j ( I j r I rr i lh, i l l i . , t ( \ l r r iL l | ( s 1, ,
t , ,c{ ,n1{ l i i l .n l r r ' \ l t t$1! ,n c| .h L,oUt js.lh. f
, i r i ( f l ( ,s,rr r ( l r f r r i ( tufs(J l f r )h lur i \ot
\LI1t i | (L i r i t , , . \ ( , I r ( ,n ii r r r \ L) . . r f l )
lk \ l 1, , , rn\ l rL r i . I r . r . l i \ i l \ r . ! , | { | !
l , rq,r t r ( { . r , \ l | l . r r .Lr , [ . r r l ( , t l ] (
.Lr i ,n t l r 's . , f ( . f l r r fs L , i ( i r i r i r , I l r
l r ( t rL, i r rg i rn, , r : , , r ,1.l , \ r r (1, l r , rL i r
inq , i , l l j . t r , js j ( , j l f f r , . , r l j ( ) t l , r
r ts! ( l ,1. , Lot t ( \ i i tnr ,
r . r lv : r : . r r r ( i idr f , , , \L , r ( n l , r ( l ron
r j , r \ l \ . r ( \ t ! j f ( \ l
;{r Relerences and further reading( r i \ \L( . \ . N, l l
111){r l ) l / r , / ) r . / t /n1,1,1r, , r15/ i r r r . / r r l (
. )J1trr l I i , r / r r l . , , \S(.) l l i \ i ,
N] ts, , , , t , f . ! ! . L.S\
rs l ' r f . r ( , , ( l l r r6rr) t ; ln l r t1 l \ t t l j t
)1 | \ | t r ' )1, r \ r t r r r L! t \ l r r lL! t ! , \ :s( \ . r
t r r l
i tnL\ , ! , ( ( i , N] ! l r l . f r r f r , \ l l , r i t r l
( | ln i r l , l \ . (L()1rt t / l , r r r r r r r , r ! /o/r t r r
r r r , . I l l | r r ! r r r r r r . . lh l i l f , l l l rLr i r
, I i ! r I i f , L (
1). i ( l r f , l , lS ( l t r l )0r l i r l , l Qrrr / r / / l
l , r r r r i l ! , r l r / i i r i r r l { ,F, . . , tnf t ( t r j
,ln l r ( ,N\ t r th I l { !n. r r j i r r , ( ) \ l l i !1, L
(
l r \ /J.k, l . (L.rr) l j l lJ t : , t tL\ i ; t r , l t / r ,
\ r \ I r , t r - / l l r r i r r ldrr l . . , \s( . lc ( - tL.r l
i r , ll r r \s, \ l i srr l . . , M. l rSA
S\! i \J. [ , ] I1 L)8!) f l r . / ! r fDr,rrr / / l l | t (_, .
, r r t r / r , /1, '1/ , r r l r f t ! , r / , t , l , r ,I ) (d!
.h! rh I ' r f \ ( , Cinrt , r . i1 lg. , \ ,1/ \ , L l5, \
-
sI 301 Slatrstrcar Procirss l ]ontro
ttx Discussion questionsI Y()r . r rc thc I \ ( Lrct ion Nhf.S(f
of n s rn | ( , fg incer i r rH ((np.r f \
in(1 h.r \ | j l r \ l r . . ( , i !1 'd t l r . to l l ( \ . nr
nx 'nr() :
l ( r , l l f ( ih i r \ ! ( , rkcJ l r , r f ( l t { i S.r r l
r ls { ) r (11. l , ) , us t ( ' nr . rn|1n.tun. l t ,00t)\ r r l i
t , l \ l ( ) f l ' ( - ) l l 1.1( l l l ( , ) , i t r t ( ls n(
th.rr r l r f r , r r ' , rh j r t roR, lUfrrl , r , r1. , , , I I
' r '
- .
| , ' ,
r . \ , l , , , r i t , t . , t , , . . , . . , . . . , r .l , l
\ lh. t 1h. \ l , . l I s l l r ' \ , r r ' , , ( , r t r l f ( l i
tJ f I nrusl l Is st lh,r l \ ( , r i [ ] ! ., r ( t i i i ( . r l
, ) . , ,1 r l r rs l iu l l \ h i l f l r , rUnr l \ ' r dr ' t )
r i ( r i ty , r f ( l lh.{ v()r lr j j . rk. su r . lh,r l l l r
r5 r l tn\ nol f . ( l r . r \c \ ! , I l j r ( , \ ! l ' ( - ) l i
I t ( l , r [ . . r rx\ i, usl{)nr ' r t , r i r ( l l lx \ ' ( , )
| L l f r l . r l (n () l r ! ' r l or r $,rvI f , i { l ( r l , r
i l \ Ih. ,vclk,rnl th l l !orL r , r \ ( b i1rr s.rk l jnr t , r n
r l \ , f ( ) lv i 'uf ( i f . r .1() , \ ( ! r , r l r , r nLi ,g
, ( \ s( LI l l i . Lr{ . (J l th( . r r r ( , ( )L) , I r l i. . |
. ' , | . . . ' . t . , , ' r . , \ i t
' r l , , , t \ , . . I , . , . , r , , , , ,11l l , , r f . i f
r lh,r l I0Lr s l0rr l , l l r r r c s l t | t r | l , nr(rx\ ( ) r
r , . I rptorLn! njr) r .r I r s l r \ l I f ( ! l r ( I j , rs l \
\ l , ) fs, r i j t l r . r l l r , I ) ( ! r l , r i , j i l l t
.ours,s, j , rLI l r i l t ll f ! l ' r r ) l ( i r t \ l ( s l inq
( \ l r ipnr ' f l
1f) ( ) rLt l r t h( , \ ! v()u i I l ( . ( l 1()
l ) is . rss I h, . , ih.r I pI f . r l t f . r t l i
, r i \ ( s l r l t , ' l ( . l l ,cL, I rs.sr iJ lh( ' lJLr l
lv '
N{t,M()t tr \Nt)L \4I lulLr l i ( in Nl.rnrgf l
t t r l t t \ , t l , r t . ) t )1: /11, /
I \ 'orL h.r \ f i I lx r i t .L l , ! r j f \ f . ( l , r l l \
, r sr j r . r t t ( , r r j rn\J i I t b l \ inc: \r h i ( h \
L)(nlr th lL l , rh i ( , .1r(1 ( .1( i \ \ r lUl l (Jtr l ( r h( !
,k \ i \ r wish l , , t rcfcf !nr . r l l , " in\ (n! ( \ l j , j
lh is.r l i \ L l \ [ l ] .R t l l ( ) r r l \ . r f t , . r ( ' t
inrrx,r l jn l ( ,.1, . (enr is lh hirh lerr , ls rn sr . . . rp.r
I r l r ( \ ! { , f t (osr i r rB r{)gf lhrr nsun' .qui \ . r l { r
r l l ( , . r l roul l l i l . f , o l (n Ih r . , i r r f r I \ "s
l ( ) t r l snk, \ .i ) rs(uss \ { ,uf orcth(tr j (Jt f fogr.1ssi
!e l . f Pi( l ,ng up, . r . . r t rs i r rg rrr l\o l \ i r rgthis
l f (n) lerrr ( ) \u r l i f lot p.r i ( \ l (n l2nronr l \s l l
lLrs l r , r r f . IV, i i lhf t t r l iqu.s \ , , ! ! l is .ussl)
i \ . r 'ss r (1. t . r i l thr nppl i . . r i ion\ o i l , . r f .
t {J.rn. l \s is rrk l . rus(,nId. lJr . t . r f . r l \ .s is.rs.r
lds in s l , l ! i .g ot) f r . r i ions nr,rnng. 'nr t !1 l t fob[
,nrs.( ; v. . r t l f . rst t$1) i l lLrstr . r t i (n ls.lou nre
r{ sp( l rs ibk, for i t r isrLr i t pfuda.t j ( ' r p l in i ,
nrrd r f r conc,mfdnbout th. ( r+rut i f t ) rn ihc l inrs t rh i
(h mrk. 'ch(xolrr ! lvholenrc.r lLr is.r i ts (htpuL is.onsist(r( l
\ s igni i r ( rnr ly below t . r rgrr . \ i ru sospect th.rt dlis
is bec.ruse thc lines .lrc frcqucnrly sbppeLl, so i,oLr injri.ti'nn
ln rleptlr investig.riion or or n t\'tii.dl 2 !\,ck pori(\]. Thc
tablcbel(x\ , sho$,s thr c.Lrs. 's o l thc stopprgcs, fumb.,r ot (
r ( .stons on
-
6aPi0cess prob em so vino and rm!r0rcme r l
rh ich c ' . r . l r occLrrrocl , . jnd th i ' n\cr lEc.nroLr l
r r ( ) f ouq)Lrr t ( ,st (nr
305
Cause No- ot occurrences losl producl ion(00s biscuits)
3100
l3
25
I
Averaqe cosl 0l warranlywolk (per claim)
2189
189r5.608291t
5r9r0.2
L,! , lhs ( l , r l . r JI( l th, . i lJ t , r ( ' | f , r t , (
\ ] I r iL l | ( . \ r ( , in(1tr . , r1. $trJr . t , j( ( f r ( !
) l r , r i . r . r j i . ( l r , r l , r . l i ( f rI J()$ L { i r
l ( l . . / r / / r l r r / r ! r , r j r l t | l , , rnr l \ ! is
i I th i , t , . I t i ( ut , r f L.r : f l/ \ r ( ) r i r f , rn!
nr , rnI l , r . tu,1s i j r , rnr . ( ) t ( l ( j r f , .s l i !
L, l ( \ . t r i ( . , r . j t t | . r r r ! . ,l ' . r l i (u l ,
r f . ( ! r . r . \ l ) . r t ( \ t l r5sf( l , rb(rr t l l i . s ,
, r f f r . l l I , r inrs( ! r1) f , P,r ' l , (u l . ' r l l r
lLr( t . I l r ' \ | \ r ( rnr f f n. f \ r f ( l ( ' | . I tnr . r
j t l ) r0! i ( tL,si l r ( l t , l l , i \Mr i , l , r l . r r l .
l f t i r+t th, . r . l , r i r i rs t , , ih. L,r j i l , / . (
)nr f , ) , r , I i I , r . l ( ) ilh, lnr l , , ( t t r l r i { h
. , r l ,s . r l t l r ( ( l , r i , r ) :
cel l rpha 0 ! r r i lp breakauN
lJni l /component parl
0nrnuir : in l l
Eleclnc motor
Door lock mel jhan smSlabi zer
Ekclr ic conlrolu r 1S!, ' tchrng mechanism
t03l
102
2l
87513
Number ol c laims
I t0128,12
14??46798621
18442692
7562652
1124
-
xI 306 Stal s l ca Process Conlro
Discuss what critcri. nre ofimportance in identifynlg those
unit/component p.1rts to cxamine initi.rlly. Cany out a full
annlvsis of ihe data toidentity such unit/component prrts.
5 The princip.r I c.r u ses ofacciclcnts, their percentntc
ofocclrrrence, andthr estimatcd resultht loss of production pcr
rnnum in the LIK isgivcn in thc table belolv:
Accidenl cause Percenlage ot all Estimated loss ol
prcductionaccidenls (fmil l ion/annum)
[,4achineryTransporlFal ls Irom heighls .6 'Tr pp ngSlrik nq
against obiectsFalling obiectsHand ino ooodsHand toolsBurns ( nc
udinq chernrcal)Unspeci led
t6I
t6391
2l/52
r9030
100t0l
2031065l53
f r ) Using thc:rppR,pr i i t ( ,dnt . r df . rw i 1) . r |1 lo
cur\ ,c l r rd sugg( sr howthis nrny bc us.{ l m'st of f t . t i (
ly to l ick l ( ' ihc pfoLr lems oI .c( . i( tcnt prevt 'nt i (D. t
low co| | ld str . r t i l i ( . r i ion h( lp i r r the in i lys
is?
(tr) ( l i !e threcoth. f us(sof th is tyt)( of nrnl) ,s is in
rurrn.rnUl.r . tLrring nnr l exPlnin br i f f lv , in cx(h c.rse,
ho\^, uso ( ' f lhc t (chniqLrer ic ls impft , \ 'enr(nt
I hf mnnufrcturcf r ) f donr i 's t i . e lc{1 ( .n1.pPlhnces
h.rs bccn c\ .nr i r ri fg.nus.,s ol r ! , r f f inty. l . ims. Icn
ha,,c betn idrnt i f ied.nd lhc.nnunLcostof w.rr f lntv lvork resul
t ing l fonr thcst is . rs n) l l )ss:
Cause Annual cost ol waranly wo* (f)
BcDE
GflI
10902130
30690620
5930970
49980106049803020
-
&Process trnb em so v fq and nprovemenl 307 t
C.f .y out . Pirck) rnl l \ s is (r1 thr nb(\ c ' dnhr, . r d
dcscf ibc h(^! thcnr i i f . .us.s .oulLl Lrc i11\ cst ignted./ \
nrortg. j t . . ( inrpdrv t inr ls th.r t sonlc l (s p(.r c( .nt o
l . rppl i . r t i ( ,nnrnrs n.( i rccl t (nn (Lrsknncrs cr not bc
proccssi 'd i lnnrccl inh, l ! ,r^r ing 1o th. nbsrn.c () t s(D1c
() f thf infof lnnt iof . A s.rnpl f r ) i 50( lin. , )nrpl( ,h,
.ppl l . . ( ion tornrs re\1t ls t lx to l l ( t r ! i r rg d.r t .
r :
In lormalron missinq Frequency
Dilyl rir{r lelcphono n rnrb.r
flor!f oMrfil0rjcul)LcrHo r | 1r l l ih.) i r r nImhor
Sof l f lo Lolo
Prefc ' r0r l l rc l | |01 ol ! i tyrrnl0lher i
9222
l
fit5l
t ( l
u521
l)(1rtrni . , lh( D. ' ] , { , , "A$ ol nr is ' i rg i I r I , )
| | r '
n t I ( | , , . i , rL i sLrgi tesl. rpfhpr i . r l ( l ( .h. i
, t ! r ,s lo rLs(, in l ( ! r r rcJ.s i l - r to redr( t l ln l r
r ir l . I .c ( ) l t rL\s!rrg lnr() f nr , ' lk , r tALLrrrparr l
$hic l rL l ' r ' I lessi lhr l $1! ' l rL( . rLnt i INl t r i ( \
l is f \ lu i. r r ing dLl i i r r l l i rs i f Lccl)Lo:t Lr t Ni
lh lh( ,pr . fJrr l i ( r r , i rk l issr( o lsr l .s l r \ ( , i .
ts ( lur iDl j thr l is l t ! ,1k (n l l ) , . r ( . { )urr l i r
rg fer i { t l . l ) , r l , rL () l l . ( t ( l ( \ er lwo i ( , (
) !n i rnt p( r i ( \ ls nr . rs l ( ) r ( \ ! sr \ f .ornl in$ 11
r io. l INonrl)cf ot srk s in\ oi .cs issu.r lA(.ourt i rrg l ' . r
i ( 'd 5NLrnrb.r oi s.r l rs i r \ \ oic. 's issue(l
N.. l l2 l . l| 0 27) 2l r .r95
\ \ f rk l2 l . l212 207 3| ] 270
I i \ . t rn inennlcorfc la l lo ' rbetr ! r 'c . ihrs.rk\ ! i
thnr lh. 'p. ' r ior1nn. l i i recl .nunds pl . rcd on thf i f \ ,
) icc Ll .p i r tnr i t t . How would \ 'ou lu i t i i tenct ion to
in lpro\e lh is s i tLr . i i (nr l
-
:gx 308 Stat ,strcal Procesr Contro
Worked examplesReaclor lVoo-pv ol , -sppL tF\Lt l \
]};x
, \ fn) tc( I lcnnr kbkirg nt inr f ( \ t I r , r ( , . r { to l
Nl( ! ! r . \ .o|hr) t ( . r r f ( , .suR,ol
\ rs.(*r t \ lnr . ' r l { , )*u( l \ ( \ . f t . l l r \ t r
(1tnr, t r t ,s,) t I ,sLr l tst , r j | ! s \J ll \ i rnr \ ( ) !
ts( ]ct l r .$.r l t , , r i r r . t t , l , i i l \ , ) i lht , .
. rLrq, ,s\ . l , l ish\ l ( jJ l , t ( ,
.6) .Table 11 6 Fei lctor [ lo0 rey 01l s lsc re: jLr is over ]
4 prortuart l )n days
Sample
l
t:l
L
Jl l12
It il i
23
2526?i2829303l32
Sample
33
i{t39
1l1?
.15
1il8
50! l: t?535155
53
60
E26364
Cause
H(l t ro[r I
l l C L | r r l r ( r
lC L corLroll lCL r . i ] l l ro
0!ur cor l ]ct on F 109
HCL cot l rof l C L controH C L. conlrol
Cause
I ( l I co|rro
l i ( l m r l /o
l l ( l 1]0rtr i lf lC L mnrroli lC L oonr ol lC L co/r l rc
-
&Pr0cess pr0bl0 n s0 ! rq and rpr0yenenl 309 t
Table 11.6 (Conl nued)
Sample Cause Sample Cause
65666/6869707lt2
73i1T5T6t1787!80
l lC I cor roh C L conlroH C L cofir.
H 0 L conirol
B No c!n1roB No col l l ro lH( lL co r l rof l C L .onl 'o
trs i f l t , r f , rnLinL,rr t lk ! l l ' , rk l ( ) . r rn l
,v5rs I l r f l f , rnr t r1 ,c.r l , l ( , t ( jLI( . i , . fr ' r
i r t lh, dr . r t ( , r . . . rs ( in $ hi .h l ( , . ( r r ( | l
r , r1( , I l l . i f r ' l t , ) r t , r .' i l ( | \ in lh. . r i
r ! : i \ $r . r ' , r5 l , ) l l ( \ !s:
( , )Lk\Li . r l , r (^( f l - l | , ( \ lLr ! l i ( ! r ( l . r
\s,r . ( l l , rLrulr t ( ( l : rb l ( t I r , ) .( | | | . r l ( l
l r ' l ( ) l , r ls() l cr(hrfLrs, , i r r l ( l , l . rnr In t l
r ' ( i r l ( r ( ) r 1, .i t !e, ! \ ( . { . \ \ 'hk h . , r is .
( \ ( Ur: r i r r ) r l r , l l . i r )l ) , . ,s Lrf , r l , r l
)1, , in, i r r l ( . , ( , i 1r . ( t r ( r rv, ,1,rr . r , , . r
re( l rhk t I ; l( , r l ( u l r l f Lh l , . | r , .n l , j { . (
) l t lx l , ) t , r l ( , l j : | ( r t ] j , ,1 e.r i r , I rs, .
js
i.l
r . ! , . I \ ' r . . r l r l I ( l r ( 1, i , .n! l ( ) r r l i
( ls i l I 11) l r ' , , , n l
Rankinq in managitq product range
' t l
( LI fLr l , r1, ih, . r , .ntr . r r ( \ ' l tn, n l r l l sl '
l ( ' l r l ' , r f ( l ( i l t r i I l i s l r ( ) { i r+t l l r (
f .n.(nrnge JLr. lo. . r .h . . r l 5. .1r(1t l r ' . r r rnLr j ,
r l ! r . f$.r , i l rg. i f , \ lLr ' . r \ t ) l lherrUs{slrr)nr
l i l r l . l l 7( l i l tLrr ' l l I l )
s{ , r ( i igur.5 $1r. pf( t r1u.(11 b! . r s,rr . r l l r l t r
nr i ( . r l .onrf , r r \ c(nr. f l r nrlhc conrt) . rn\ 's f r
tur lucts, lhr , i f lo l , r \o lurr . (s) , . r r rJ( l i
rcclcosts. lh.sr, r f r g l \en in I .1bh l1. i l . Ihc I ro( lLr .
ts
' \af . f i r rk.(1 i . ofd.r o i inr(nn(
nf( l l ronhi l rut i ( !1 hn lhf pr+)osf o i l ' . r ren) r . .
lys is, nn. l r | l ,R\Lr l rs.r ! g ivrrr i r r l rbL( 11.9 I (J
considor c i thcr in.(Dre or contr ibut ion inthe r t rseu.. 'ot
ihc (nhcr cor ld le.rr l n) i . ,ofr(ct c(rrc lusi( ! rs; roff r
inrpl . ' , pror luct 013 s.hich is r .nkel l t ) th in in.onrc
nctrnl l , " nr ik.s
-
Table11,7Reeclor l ;ar . , t , r f j -s. .e:re5Lt:aiar: , !
rNotcirr lat3s! : :a l !anarsj t f ra ls:Ts
-
neasons lor Mooney ofl-spec Tal ly Frequency Prcenlaqe ol lotal
C{mulativepercenlaqe
fl C L contrc
Oal PN sonsD rly st c( reacliiI No ccrtro
0!ercnnirdan F t0g
Lab resu ls
l.l
l3
:
l
3l'25aJi52525i25
r25r25
{070825875
93 7596.2597598 /5
100
-
Bl i r : i
t i.Eia! / -
eai i
st311xProc0ss prob em so ! l ! and f iprovenrent
r0 !0 i to, l l t r ,1r r io 70 30 . I ] 100
Fiqtrrc11 14 r ' . I i t ,0, . r | f [1]r !
Table 11 I Sontc prorhI ls.rxJihc I to l r l !1] l
aq r ')
Codenumber Descripl ion Tolal direcl Tolalc0sls ($) c0nlr ibul
ion {$)
Tolalvolume ($)
0{t l002003001005006407
Crpl re8H0 DUB0DB St l fh
DOB
tu40Iti2.10t( i00( lJ2500u800
t06E2l2600
tu5t5/ /h2295A4000
0 79
(Cof i i r edl
r066b0rb224
195504600
456421456
-
, t Table 11.8 (Continued)
C0de number Descrption Tolal Totat direcl Totalvolume ($) c0sls
(g) c0nt.ibution (g)
0080090100i1012013014015016417018019020
640028890011340011700120002080037500113006394538800236501346714400
9041232649541062002580
2080095002486
44406254634301160307200
5496r656361799055009420
0280008814
19539r33371935074377204
D moxONT
HETB
Derros PyrelheneDifosab[,4a eic HydrazoneThirene'BHD0nosn
Chioropicrene
Iable 11.9 lncome ianh/conlnbutron rank Iable
Code number Descripl ion Incomerunk
Conlrihotionrank
0010020030040050060070080090100114120lg0140160166170rg0190a
caplineBHD.DDEDD8-S! phurN cot ne-Phos
DDBD moxDNTParalhofHEIEMepoloNDsrros'PyrthentDrno$eblveh
Hydra&ncTh rrn'BHDDiiq n2,4.PFhosphnrhlorBprrnB
2A108
112
I1
6
2010t l5
173
19181
7
tp
-
t:l&s0,r rq fnd mproverner l l |3
()n. \ \ , r \ f i r h,r f r l l ing t l r is t \p. of fJrrkrd r
t . r , r is l ( j f t ( ) t , r r i r . , , I jc, ( r rh ' r l i !
l l i r r r , rn l .h id ln lh is t t r f i l )5. tcs,r . . r r , l
t r ( , in\r)nr. f . l r ts, , | r ( lt l r ' ( i r ( l r , r l , \
.11 rht , , . . r r r fbr t i t r r r f I t5 r \ l , r r r tL, , l
0t1) h,r i . I rI r ( r ' r ) i . . ' f l \ ( i l l , i f r l , r
L( i f t rL,ul iorr r r r r [ ( ) r ; . r r . . l ) r ( r tLr( l0t0
{' . fn. : r ! ' l t \ l l , \ rh. t t , j r r 1-1,1.) j r r t , i
l t r . I t i . t r r ntr i ( t ) . r l l r l \ , f | rLslr i ! ( t
r t ! . f l , l (nt(r l i I i l i rs t r . \
xmffiff"KffifiHV
g Pror6FE (rapolr i i i t r / in a i lankI l l ! r i
I1\p\cr,dFdhi l i ty i l ] ! i t fbq r ! l f Ulntt ni i ] ] \ l r !
l t r l t l l ll , rL ubi q ro r , , l Lr l . r l r l ! r , r r l t
r l t t ra I t ! I . r1 l . i i , , dtrrb
Fqr!11 15 , , I , I r r l r , I , l
( 1. . ' , l , j . 1 l r r \ f l ) rL)( lL,( l : . rh,^ f t t
rc. l5 l i ] l , , l r , r \ r i j ( i , I r r r . r i r t i r rE!
, ig l r i . ll l ! . rn l l l r ' l r | l r l t t r i l r i t l i
r r t ! | f r r l l ts , I l ! i nr , l } t ) !L, I rL l t . t r l
fs l r , r }s i t f r l r r l .r l { r r1, l . \ |s r , t I r ' t !
, r6Lb tr l l i r i r ! r l r r r , ( l | .15 l rp l t l r f l l t
r r l r Iu,Lrr r , r ! ] | \ lgrr) ' l | l I r l r lhrr l l {xt nr
i r l bpl l i Ig I l l r t l ,
' r l lh!ni $|rr l r i hr , l , r , r t r , l t , r , t l I r i
"J r , ' t l , ' , , ! l , , , , , ,1 l , { , r" t . I ( , l i t ,
, , , . l t r , , r r , , . , t , , , ! , r , r . t . . t , " , r l
l . t r . i l| ' | . , | | I
' |
'
, b ' , , . I | | . I i , , I l , t , ,Hr, , t r t . , r , . b.
. , r | . t , l . . , rH," ,1, , . , r , r t . r r n
-
El:,
-
xI 316 Stat st lcat Process Conrro
led .n effort b nnprore transncfior eftj.iencv Ttris ircgnn
la,fth a ftov\-c'h.rrtifgolthc proccss.rs shown in trigurc .16. tn
additi(,n,.r brrinsrornrscss'on hloJving thr .ashi(,rs $,as used to
J.iener.rk,ihe cause and cffectLliigfan of ligurc ll.1Z A quatit_r
impro\(,nrent rcinr l{,.is firrmec:], flrfther daLr .ollectctj, and
thc'vital'arc.1s ofjn.ompkrrety undcrsbod pr.(|ccdurcs an(l cashr(
r irninin8 r,.,ft, tacktcd. Ttris rosulied o\ cf. peituJ ()f6
months, ir .r rcduct,on in nverag. rrnnsadion tinrc and
ilnP.ovcnr.,ntIn process cnt)abilit)l