! "
# "
$ %
& ' (
) *
+ ,- . /
/ 0
$ 1 ! * +
21*+3
*
+ )
! ) 4 * 4 1 !
* + 4 1*+4 # "
5 6 / 7 7
7 / / 6
7 7 7
7 7 7
7 7 6 /
/ 8 7 6/ )
! " #$%&#" ' ( #$
/ / 8
/ / / 6
9/ 6 / /
+ . 6 8 / / 6/ / ) 6 :
/ 6 6 / 7 6 /
;/ 6 6 / 7
7 + . 6 8 ,; ) / 6
/ 6 6 8
6 8 7 / / +
. 6 8 1 7 2+.13 /
/ 6 / 7
6 8
" #$ ! ) 4 + 6 8 4 + . 6 8
1 7 4 +.14 #
) $" $* #$ $ + "$ $, #$
- . ***/ 0 1 2
1 3
0 4
5 1
6 . / )
4 7 0
6 3 ) )'
)
6 8 0
4 0 9 4
0 7 )' :
; ' ) ) 1 6 < == 1
0 4 > 5
< #$ "$
> < ?$ !$ ) 1
1 @& @
0 9 1
4A 3
0 < - B C D
.#$$"/ @ 7
) 0
@ 9 C 9
0 )
!
"
F 0 0 @)
' 0 0 <
G
' G @ A
0 )< ' )
0 9 A 1 ) G 0 9
0 6 G ) G
' @ @
< G 0 G 0
< 0
)< 0 7
0 0 5 - .#$$,/
< < ==
@ 9 0 0 07
4 0 @ ; . H!$ I J @
",, /
C < =K LM 0 ) 0 L 0
E 1 0 L
0 N 0 )
6
9 : O 3 @ 6 6
1 2 ) 0 < ,%" 3
,"! > ) LM 0 ) 0
0 @ 1 4
1 E 9 + <
) LM 0 ) 0 3
@ @
0 3 < ' ) )
P < == 1 0
1 A A 1
6 + @
0 8
1 & 0
' @
0 + 0
1 Q ) - ) ) A 9
*"H . **!/ 0 1
@ ) + B . *##/ R . *#!/ &
Q B ' . *#,/ S . *#%/ ; )) . *#*/ ; 0 . *""/
! " #$%&#" ' ( #$
- : T 1 0
0 : 3 1 A
1 1 < < == 1
4 *? & U 2 +
) % 7 * . 9
> 3 *?% *!% @
E 0 3 M + < < U ) 0 1
) >
0 3 M < U 0 1
1
0 A < )<
.S+ +SV2 #$$*/
3 0 + @
2 .+ 2/ 5 0 '@ - . *"H/
C D ) . *"?&"*/ S . *?$/ D 0 . *?"/G
0 - Q S . *?H/ W S < ) 6
. 6 8/ 1 *?H
@& A
1 1
C 3N+ *!H & 0 0 S 1
) 0 +C5
A & 1
9 8 < @ 6 1
S . *!H/
9 ) 6 + 1
@ 1 1 @
+ ) 6 ' / 1
7
4 @ 6 0 1 @
9 @ 0
3 0 1
9 ) 6 < & 0 9
N 0
1 ) 2 U
- 0 . *!,/ 0 ; - 0
. *!,/ & 4 )'
1 1 3N+ 1 1
@ C ) B &
1
-0 < 1 1 9
A 1
0 F
E < 9 0 ? ?
1 < ! & + @
1 - 0 1 4
3 4 0
Q **$ + )
- 0 1
> 1
. 6 / 3 M
< U . *?%&!%/ - 0 1 < 6
4A > 1 0
1 0 1
< ==
+ < - B . *,"G *%"/ 4
. / 6 8 /
0 1 @ 1
@ 4 @ 7
0 +
0 ) < 9
S 1 ) / **# S
1 0
0 A F
@ 0 8 1 1
) 4 1 0
.2 ;NOJX&QFC32 #$$*/
F 1 5
R 2 2 0 9 . **%/ 0 1 4A
0 < < 1
0 E < 0 A 3
0 < 1
9 0 9 9
0 0 ) A
1 1
< 0
3 #$$# + ) &O@ 9 S )@ @ 0
) C & 1 4
0 < 1
3 M & < U . *?%&!%/ R &2 0 9 . **%/
E <
) ) 1 < <
4 < 4 )
F S )@ .#$$*/
! " #$%&#" ' ( #$ #
; ' ) 1 9
) 1 1
1
4 )
@ + ) &O@9 S )@ . ***G #$$$G #$$*/
O< U . **"G ***/ O . *,*G **!G #$$#/ 2 U
R . **HG #$$?/ L . **H/ Q 2 .#$$?/
0 .#$$?/ 2 S 0 . ***G #$$#G #$$"/ - B
. *,"G *%"/ S O . **!G #$$?/ '
. **!G #$$#/ 5 R . **%G ***G #$$H/ 2 2 0 9
. **%/ - . ***G #$$" #$ $/ R .#$$!/ - B
C D .#$$"G #$$!/ ) .#$$"G #$$HG #$$?/ &
E 0
)
# $%&
'
@ 6 Y< '
1 < . / 0 A
4A . /Z . +2J F #$$, H?/ 7 ) <
1 0 Y
G G 0 0 @ [\]
' >
Z .-+ J3O3JF #$$ ,#/
J < - .#$$!/ 1 <
A 1
' 0 9 A
Y 9
A ) A
0 A Z
.JF-+POG -+ J3O3JF #$$! ,?/
5 @ 0 2 .#$$,/ 1 Y
< ' . 1 1
/ 0 ' A
9 A )
A Z
6 1 <
6 0 9 A A
0 1
@ A 1 9
4 C A
4 < 1
)
' ' 0
A 1 )
A 4
C < 4
1 1 4 0
< 0
. 6 8
/ 6 : 8 <7+
3 0
A 0
1 4 0 @
6 6
C 0 4
0 + 0
9 ) 1
4
3 )
0 0 O< U . **"/ < 0
< @ 0 '
0 9
& < 2 0 S U . **,/ 4
< 0
0 6
0 )
P 6 1 0
A ' )
1 6
& < < )6 6
( )
*
+ ,
-+
.
+ @ 2 .+ 2/ < 0
0 . 0 0 0 @ /
) 0 1 ) Y+
< A
A 1 ) A
A 6 Z .-+ J3O3JF #$$ ,#/
2 9
1 0 A 6 1 1 0
! " #$%&#" ' ( #$ /
+ ) 0 6
<
1 D + 2
+ + 2 ) 0
A A < 9 (
0 0 @ 3 @ 1 1
C < 9 ' +. /
C4C + ' 1 + '^ < '
+ '^$ @ C 0 0
A
+ 0 9
4 <
1
+ 4
< 4 <
1 < )
3 9
) A )
)
) 6
1 9 9
.R+223 -+CG +N2J **H/
2 9 1 + 2 0
A ) A
A
0 9 A 1
/ )!0
"
3 & ' 0
0 A 6 1 A
0 9 4
0 9
J 0 A 6 9
. 4 /G
0 . 0 9 /G 0 . + 2/G
) 1 1 <
4 0 7
2 0 9 1 0 <
1 )' 0 <
A
9 4
0 9 + )' 0
/ )
) 0 9 A )
A G
)/ 0 + 2
0 9 G
/ 0 )' @ 6
)< )
/ 1
6 60
9
4 0 9 G
/ 1 0 4
0 0 0 9 +
4 <
4 1 G
/ 1 0 9
4 0 7 )<
1 2*
) 3
3 #$ $ 9 '
<0 0 9 ) 0 0
1 0 F 0 3
' 9 0
4 0 9
1 F 0 ' 0
<0 F 0 1 '
2 ) F 0 @ ?$
!$
0 < G 9 0 )
@ 0
+ F 0 < ) 0
0 ) 1 0 <
A 0 )<
)' 4 )
1 6
@
F ' <0 @ )'
1 9 @ 9 0 0
0 9 < 1 @ )
! " #$%&#" ' ( #$ 4
N A 0 A )
1 @ F 0 3
4 0 9 < < A ) 1
A @
4 < A 1
6 3 <
9 1 @ 1
4 '
A ) F 0
+ @
F 0 ' 1 0
H? @ 1 @ C 9
6
4 ' +
< 6 '
' F 0 @4 !$
. / 6
1 @ @4 .
/ 6
F 0 1
0 H? @ ) 1
1 0 9
) 0 1 6
@ 1 @ F 0
F 1 @ ) 9
@ '
1 @ < @
3 8 4 7
6 1 1 @
. / 4
1 @ 5 H?
@ 1 @
+ 1 @ H#
C 8 1 @ )'
H# @ < 6
0 9 < A ) 1
0 9 0 9
& 7 4
@
1 9
- ) )'
0 9 6 A 4 /
= / F 0 & 8
1 @ 3 1 A 1 0 T T# T"
T Y 1 9
) E T 1 1
: .-@4 /Z
T# Y+ 0 ) 9 1 1
_ 6 _ 9 ) 3
1 _ 6 _ )
1 T 6
9 ) : .-@4 /Z
T" Y 1
)
.-@4 /Z
& (@
0 9 1 1 .? I @
H I " I # I I 1 /
7 . H I 4 I /
F @ 1 1 @
+ +# < +H# )
0 1
C 1 @ H# @
%# @ F 0 1 >?
>@ >A@ :
% F S 0
T I 9
Departamento Cargo
Conselho 1 Conselheiro 1
Presidência 1 Presidente 1
Alfa 6 Diretor 3
Bravo 5 Subdiretor 3
Charlie 3 Gerente 19
Delta 13 Vendedor 8
Eco 12 Analista 7
Foxtrot 1
Total 42 Total 42
5 1
+ 1 @ 9 0 9
1 C @0 & 8 0
+ 2 < 9 '
@
0 9 B . 6
! " #$%&#" ' ( #$
4 +!
3
& &*
&
'
%
5 0 F 0 6
A 1 T T# T" +
1 A 0 ) .T /
6 .T#/ .T"/ C &
1 < A ) @
) <
6
F + 2
F 0 ) 4
9 ) 0
4 < 0 + 2
+ @ ) & 8
F 0 < 4 )
. ) / ` 4
6 . 6 / ` 4 .
A / + 4 1 @
0 6
< 4
) 6 A
P & 1 < 4
@ 4 6 ' A
. / ( < <
F H# F 0 1 1 @
! " A 1 #%* ) .T / !,
6 .T#/ ?, .T"/ F 0
+ F 1 4 4 6
& A F 0
& 0 0
1 ' C
@ +#? +#, . 6 / 1 4
1 A
1 G #*a .+#?/ *a .+#,/ A
1 1 + " 4
. 6 ' / ,*a A
@ 1 1 ) 9 0
. 6 /G 1 A
G S?H 1 < @ 3
A #" G S!% 0
A , A
)' 4
A 1 6 3 <
A S S# S%# 1
0
+ @ 9&
0 A
4 5 + +H#
@ 1 @
+ 1 H#
"%$ A 1 !!
) .T / 6 .T#/ $" .T"/
J )< + F # 1 4
4 6 C & 1
4 1
) & 1 @ 6
;@ + 2 ) & )
) ; .#$$ / 0
A
. 0 /
A ; .#$$ /
6 6 6 + 2 @
( ) 0 G
' 6
)' @ 6 0
7 1 9
5 < 4A 1
0 3 H# < 6
) C4.C& / A < H#4H ^ ,##
A G H# F 0 #"! A 1
! " #$%&#" ' ( #$
A A
< % <
# a 3 ) 4
@& ) 1 A
1
. / < E 0 A 1
#
.F5/ < E A 4 0
) . 5/ < E A 4
0 60 + ) 9@ E A
4 6 F5C 5C 1 ) 4
. $a $$a/ 9 < 3
+ F 0 < ) 9
9 4 ) 6
.F5/ F +"H +"" + " . 6 '
+ F # F5 ) <
3 0 . @ + @ 3 /
1 9
F 0 @ + ) @
5 . 6 / 5C P
1 0 ) A
& 60 F 0 3 @ 8
4 < 3 60
) 0 7 9
8 9 2 R
. + N FG ;QF O+C5 #$$,/
Quadro 2 – Centralidade de grau da rede Organ OutDegr OD ODN InDegre ID IDN
Rede 15,9% Rede 25,9
Média 5,6 13,7% Média 5,6 13,7
Desv. 2,5 6,2% Desv.pad 4,6 11,2
A34 12 29,3% A1 16 39,0
A33 11 26,8% A36 16 39,0
A13 11 26,8% A4 13 31,7
Fonte: Dados da pesquisa.
Centralidade de proximidade (Closeness) é a distância de um ator em relação a todos os outros na rede, com base na distância geodésica (mais curta). Em grafos direcionados, esta medida subdivide-se em InCloseness, que mede quão próximo o ator está nas relações de entrada (proximidade para ser alcançado), e o OutCloseness, que mede a proximidade para relações de saída (proximidade para alcançar). Quanto mais alta for a medida, mais próximo o ator está dos outros atores e mais central na rede ele estará. Esta medida representa a
independência do ator, por significar a possibilidade de comunicação com os demais, com um
número mínimo de intermediários, levando em conta, os laços diretos e indiretos de cada ator.
independência para ter prestígio. Os atores A16 e A17 (assinalados com círculo vermelho no grafo 2, são os que, apesar de relativamente periféricos, têm mais facilidade para alcançar os demais, tendo mais independência na possibilidade de serem influentes.
T " I 4 F 0
OutClosene InClosene
Média 9,86 Média 24,76
Desv. pad. 1,25 Desv.pad. 11,41
A16 11,17 A1 38,39
A17 11,17 A36 37,96
5 1
.> 6 / <
1 0 <
3 <
4 1
9 A ' 1
F 6 9 ., %?a/ < 4 ) 4
0 9
4 @
4 ) 6
34 9 . C/
1 0 9
+"H + + " .'@ / + H +# +% . 6 9
0 #/ 4
.TN+5 F H/ < H,
0 < 4 ) 0 )
+* + ! + , +## +#! +#, +#% +" +"# .
+ F # 0 <
1 1 4
T H I F 0
CIN # caminhos
Rede 7,85%
Média 2,87% 47
Desv. 3,20% 52
A34 10,53 173
A14 9,63% 158
A1 9,29% 152
A2 8,43% 138
A8 7,56% 131
A13 7,26% 119
5 1
6 8 ) 0 < A
4 < 6 1
1
6 60
9
! " #$%&#" ' ( #$ #
# & A F 0 " I 1
F 0
5 1
+!
3
5
1 < ) ' 1
4 1
+ 1 1
) < ) ' 1
A 6 F 1 1 0
9
P /
K 1 F 0 @ 1 1
1 . ' + F "
A 1 + F #/
T +# +#H +"H +H# . /
& 1 J )<
@ 4
1
@ + S 5 0 )
0
' .b/ ) 8 A
1 4
A < 6 6 1
A 1 A
4 0 )
2 A 0
P ) 0 A
3 < )0
8 F 0 1 0
< + +"H +"! .1 ?/
9 0 " b^ ! < 6 1 1
0 1 ' 6 )
9 1 A 1
4 J )<
9 1 A 1 0
b 6 F
b 1 4 A
0 + # .b^ ?/
) 4 ) 6
F 0
T ? I ' ) F 0
Conjuntos lambda
=1 A1+A34+A36
=1 (A1+A34+A36)+A12
=1 ((A1+A34+A36)+A12)+A4+A14+A33+A37
=1 (((A1+A34+A36)+A12)+A4+A14+A33+A37)+A8+A13+A23
=1 ((((A1+A34+A36)+A12)+A4+A14+A33+A37)+A8+A13+A2
5 1
+ 9& 1 1 1
0 & 6
8 1
1
Y+ 0 < ) 1
. E /
6 1 9 6 Z . +CFK3J3 *,"
"! / C )
) F 0
H & O ) F 0
5 1
J 7 A )
1 .? I @ H I " I # I
I 1c / 4 . H I 4 I
/ 5 1
4 6 < ) 1 . /^?
4 . /^H 5 1
4 6 < ` ^H ` ^?
! " #$%&#" ' ( #$ /
2 R )
@ ) 0 7
9 0 U S <
1 9 0 1 4
) . + N FG ;QF O+C5 #$$,/ 2 ) <
6
F
0 1
9 8 9
1 ) 9
6 8 ) 0 8 < 6
1 1
0 4 0 0
0 9 + 4
< 4 1
7
&
!
6
&
8
) 3
6 @ F 0
1 < @
) .T / 6 .T#/ .T"/ J
@ < A 4
0 9
& 1 1 4 ) 0 7
T ! I
Trabal Inputs Conselh Orga
Network OutDegree 17,6% 20,9% 6, 4% 15,9
Network InDegree 22,6% 18,4% 28,9% 25,9
Network Betweeness 10,3% 17,5% 2,0% 7, 9%
5 1
+ 1 ) 9
9
# / > 6 /
C 2# 3
7 F 0 + +"" 0 3 + " )
5 +#H 1 4 )
) 1 1 6 0
+ +"H 1 +"" + " +"H
F 0 3 +% 0 S + H 0 3
+"% 0 5 +H
F 0 F
0 + +"! + +
= 2) 3 F 0 1 +"! < 0
2# % 3 I F 3
+ ! ) 3 + %
+# 6 1
2 6 @ 1
1 4 ) 0 <
F 4 2> 6 3 < 4
) < 0 S +% 6 < 0
+ +"H 0 3 + H
+ + 1 A
3 1 F 0 1 +#
S +#H ) 5 +"H 0 + +H#
1 6
1 1 0
A 6 . 1 / + ) 1
1 1 ) 5 +H
1
+ 0 @ 1 1
F 0 2 + + H +"H +"!
0 + 0 3 3 @ @
1 < 0 )
6 < 1
F 0 +# +% +#H +"? ) G
+ % +# +", 6 G +% + H +"% +H$ +H
3 +H# 0
<
60 4 3
) 1 F 0 0
9
6 8 )
6 F 0 < 6 1
1
0 9 4 0
7 )<
7
'
2 9&Q .#$$*/ A @
0 1
' @ )' . 0
0 9 A / 0 A 1
& 6 A 4
7 3 ) & E
! " #$%&#" ' ( #$ 4
) 0 9 A <
0 + 2 0
0 9
F ) A
4 ) 6 1
0 ) 0 9
F 0 F ) 6 @
1 60
4
@ 1 2 6 <
0 9 1
1 0 @ 6 @ 1 1
< 7 0 5
1 9 <0 <
1 9
6 @ 1 1
+ ) ) 6
0 ;@
) 6 1 1
4 ) 0 7 )
3 < ) 1 + 2
4 @ 0 9 1
7 7
+
7 6
9 ) 0
7 + 2
6 >
3 6 1
0 9 <
4 0 7
) + 2 >
0 9 A 0 1 A 1
'@ 0
7 : ;@ A 0
7 0 9 A
: 3 0
1 A
4
0 9 :
4
6 1 4 + + 2
9
S+ +SV2 + &O G +OS3 J 3 0 0 D B
+ #%! ?$*&? # ***
S+ +SV2 + &O G +OS3 J G Q3FC ; 2 &
D B 0U R R R ) C/7 1 #%
!*&,, #$$$
S+ +SV2 +&O D 8 D B 2
O #$$*
S+ +C * < % 5 6
d ((DDD 0( ) ( e (#$$!( -"H#$ f
+ ? ) #$ $
S3OO G +g Q J U 53CC C Q G
-3J +O 3 - .F 0 / S U 4 U U
0 C D g B **, #&#"
SFJJ ; F) U U E
C 7 / 7 < / H HH&%% *#%
SF +JJ 2 G 3K3 3JJ - - ( U +
. 6 8 # ",?&"*? ***
SF +JJ 2 G 3K3 3JJ - G 33-+C O B%). F' ! #,%
R D D D B U ; -+ + U
J 0 #$$#
SF +JJ 2 . 6 0 9 D ; + U
J 0 #$$#
SF +JJ 2 G F22 + D B 0
0 D B < + H* H H"#&HH?
#$$"
SF +JJ 2 G F2J3 J D B 0 0 9
D U 0U G < - #*
! ** & $ " #$$"
SN J 2 + /
) 0 G - G O ; N U **?
+ + 1
2 4 **!
+ + 1 " @ 2
4 #$$#
+ N F G ;QF O+C5 S F C
! " #$%&#" ' ( #$
+ C JFC Q G 2 FJJ Q G R+223 -+C 2 < /
6 8 7 ) 0 ) 0 N U #$$?
+2J3OO2 - 1 2 9 J ***
+2J3OO2 - -F +32 5 .F 0 / C
6 9
Q G 2 #$$"
+2J3OO2
-+53 CF2 NJ; + 5F2F [ ] #$ $
%*&*!
+2J F + *
A #$$, J .5 6 / I 6 2
N 2 #$$,
;3K+O3K+&Q+CFK2L+Q+ 3 < h 8 h 0
< 1 / C 7 / #$ # *&##" *#,
;FF R + 0 9 # 2 2
#$$!
F22 O G + L3 + 9/ / 6 6 8
0 D D B U 0 0 9 S
; S 2 ) 0 #$$H
F22 O G O 35JL+ Q G R3 22 O + 0 D B
H > * 6 %" " #H& "# - #$$?
3 5i2 G PCg + F 0 C < /
! #*$I#*, *?*
3 5i2 G PCg + F 0 C
/ < / ) / H 1 7 + ?
,&! *!$
3 5i2 G PCg + F 0
0 1 < / + H 7 # #! &#!, *!
3 5i2 G JN +C F ) 0 U
1 < / 1 + H % "$*&"#$ *!,
3 5i2 G JN +C F ) 0 U K
+ < / 1 + H * H "&H"? *!%
33-+C O U D B
+ . 6 8 # ?&#"* *,*
33-+C O 2 D B U
% * "*&H# **!
+CFK3JJ3 - J 0 D B 9/ 1 G
+ 7 ,% ! "!$& "%$ *,"
eeeeee J 0 D B D B U +
;+ -+C 3 J B 7 ) 6 + %/ 5 , $&!* *""
;+CC3-+C + D B #$$
5 6
d (( U (j ( D B ( 4 f +
#$ $
;NSS+ 5 - + U 0 0
2R+ C3 5 .3 / + 6 / 7 /
C D g B J 0 ) N U 5
- 0 *#* ,!&%?
O+JFN S F & D B U + D
D **! 5 6
d ((DDD ( &!?%$H( & f
+ #$ $
O+JFN S ) 0 2 + + &
C D B&J U C D g B F4 N U #$$?
OPKg + 0 0 2 3 "H **"
OPKg % 2 3 "H ***
-+ J3O3JF - + @
% ) S 6 "$
, &% #$$
-+ J3O3JF
-) I ) O # #$$,
- O +- 2 J D ) C 7 / 7 9 7
! !, - U *!,
-F 3CF Q O 5/ / , R 0 5 C
-5 ) 0 U *"H
C3R-+C - 3 Q J 4 D B +)1<
* 6 H? # !,&#?! #$$"
C3R-+C - 3 Q - U U D B
C / . 1 7 + $" #" %?,,&
%?%# #$$!
2 ;NOJX&QFC32 S 34 0 ) 0
D B G !? H ?*#&!" #$$*
2 OK+ + G 3 3 +
-7 k
O # #$$,
JF-+PO - G -+ J3O3JF
-4 > ' * J
> % ) ,?&* #$$!
! " #$%&#" ' ( #$ #
d ((DDD ) ( 4 ( )( ( D ("H#("%,f
+ ? ) #$ $
R+223 -+C 2 G +N2J L + 6 8 7
) 0 ) 0 N U **H
R3OO-+C S J h G
* / H #!& "# *#!
R+JJ2 5 Q G 2J F +JX 2 ; U l &D h
D B . "*" HH$&HH# **%
R+JJ2 5 Q + 6 U D B ) D
CQ N U ***
R+JJ2 5 Q J Y DZ D B 1 * 6 + 7