final report - dgpa.gov.tw · 99 年度行政院人事行政局委託研究計畫...

251
99 年度行政院人事行政局委託研究計畫 公務人力資料庫 在人力資源管理運用之研究 The Applicability Study of Government Personnel Data-Warehouse for Human Resource Management (HRM) F F i i n n a a l l R R e e p p o o r r t t 計畫執行單位: 朝陽科技大學 計 畫 主 持 人 : 李麗華 教 中華民國九十九年十二月十日 共同主持人: 朱瑞淵 助理教授

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  • 99

    The Applicability Study of Government Personnel Data-Warehouse for

    Human Resource Management (HRM)

    FFiinnaall RReeppoorrtt

  • ...... 1-1

    ....................................................1-1

    ...1-2

    (Evidence Based)...1-6

    ................................................1-7

    ....................................................................................1-8

    ................................................................1-8

    .......... 2-1

    ..................................................................................2-1

    ........2-1

    .........................................................2-1

    ........2-3

    ........2-4

    .......... .. .............................................................................2-4

    ...................................................................................2-4

    .............................................................2-5

    ............................................................................................2-5

    ............................................................................................2-5

    ...................................................................................2-6

    ...................................................................................2-6

    ............................................................................2-7

    ................................................................................2-9

    ..........................................................................................2-10

    ..........................................................................................2-13

    ............................................................2-18

    ..................................................................2-18

    ............................................................2-19

    ..........................................................................................2-19

    ..............................................................2-22

    I

  • III

    () ..................................4-32

    ...... 5-1

    .......................................................................................................5-1

    () ..........5-1

    () ..5-6

    () ....5-9

    ........................................................................5-12

    () ..........................................5-12() ... 5-13

    () ....5-14

    () ..5-15

    () ..5-16

    ...... 6-1

    1-1

    2-1

    .............................................................. 3-1

    .............................. 4-1

  • IV

    1-1 Pemis2K ...........1-3

    1-2 Pemis2K .......1-4

    1-3 WebHR .....1-5

    1-4 .......................1-5

    1-5 .......................1-6

    2-1 .......2-2

    2-2 ......2-5

    2-3 .........2-6

    2-4 .2-21

    3-1 ...3-1

    3-2 ...3-1

    3-3 ...3-2

    3-4 ...3-2

    3-5 ...3-2

    3-6 () ...3-2

    3-7 (()) .....3-2

    3-8 ...3-3

    3-9 ...3-3

    3-10 ...3-3

    3-11 ...3-3

    3-12 ...3-4

    3-13 ...3-4

    3-14 .......3-4

    3-15 ...3-4

  • V

    3-16 ...3-5

    3-17 ...3-5

    3-18 ...3-5

    3-19 ...3-5

    3-20 ...3-6

    3-21 ...3-6

    3-22 ...3-6

    3-23 ...3-6

    3-24 ...3-7

    3-25 ...3-7

    3-26 ...3-7

    3-27 ...3-7

    3-28 ...3-8

    3-29 ...3-8

    3-30 ...3-8

    3-31 ...3-8

    3-32 .......3-9

    3-33 ...3-9

    3-34 ...3-9

    3-35 ...3-9

    3-36 .....3-10

    3-37 .....3-10

    3-38 .....3-10

    3-39 .....3-10

    3-40 .....3-11

  • VI

    3-41 .....3-11

    3-42 .....3-11

    3-43 .....3-11

    3-44 .....3-12

    3-45 .....3-12

    3-46 .....3-12

    3-47 .....3-12

    3-48 .....3-13

    3-49 .....3-13

    3-50 .....3-13

    3-51 .....3-13

    3-52 .....3-14

    3-53 .....3-14

    3-54 ........3-14

    3-55 .....3-14

    3-56 .....3-15

    3-57 .....3-15

    3-58 .....3-15

    3-59 .....3-15

    3-60 .3-16

    3-61 .....3-16

    3-62 .....3-16

    3-63 .....3-16

    3-64 .....3-17

    3-65 .....3-17

  • VII

    3-66 .....3-17

    3-67 .....3-17

    3-68 .....3-18

    3-69 .........3-18

    3-70 .....3-18

    3-71 .....3-18

    3-72 .....3-19

    3-73 .....3-19

    3-74 .....3-19

    3-75 .....3-19

    3-76 .....3-20

    3-77 .....3-20

    3-78 .....3-20

    3-79 .....3-20

    3-80 .....3-21

    3-81 .....3-21

    3-82 .....3-21

    3-83 .....3-21

    4-1 .4-4

    4-2 (P ).....4-6

    4-3 ...4-9

    4-4 ...4-9

    4-5 ...4-10

    4-6 .......4-11

    4-7 .........4-12

  • VIII

    4-8 .......4-18

    4-9 .4-18

    4-10 .4-19

    4-11 .4-24

    4-12 .4-25

    4-13 .4-26

    4-14 ..4-27

    4-15 4-29

    4-16 4-31

    4-17 4-32

    4-18 4-32

    4-19 4-33

    4-20 4-34

    5-1 ...5-4

    5-2 ...5-5

    5-3 ..5-13

  • IX

    2-1 .......................2-10

    2-2 ...............2-11

    2-3 ...........2-11

    2-4 ...............2-11

    2-5 ...............2-12

    2-6 .......................2-14

    2-7 ...................2-15

    2-8 10--.......................2-20

    3-1 Pemis2K ......3-22

    3-2 .......3-23

    3-3 ...3-23

    3-4 ...3-24

    3-5 ...3-24

    3-6 .....3-25

    3-7 .......3-25

    3-8 .......3-26

    3-9 ...........3-27

    3-10 .3-28

    3-11 .3-30

    3-12 Pemis2K ......3-31

    3-13 Pemis2K ......3-32

    3-14 Pemis2K ......3-33

    3-15 Pemis2K ..3-34

    3-16 .......3-35

  • X

    3-17 .......3-36

    3-18 .......3-36

    3-19 ...........3-37

    3-20 .......3-38

    3-21 ...3-38

    3-22 .......3-39

    3-23 .......3-40

    3-24 ...........3-40

    3-25 ...3-41

    3-26 .......3-42

    3-27 .......3-42

    3-28 ....3-43

    3-29 ...3-43

    3-30 ...3-44

    3-31 ....3-44

    3-32 ...3-45

    3-33

    ...3-45

    3-34 ...3-46

    3-35 ...3-46

    3-36 .....3-47

    3-37 .......3-47

    3-38 ...3-48

    3-39 ...3-48

    4-1 .........4-2

    4-2 .....4-3

  • XI

    4-3 (CPABT02M)..... 4-4

    4-4 ........ 4-5

    4-5 (P )( X ) .... 4-6

    4-6 (P )...... 4-7

    4-7 .. 4-11

    4-8 .......... 4-12

    4-9 ............ 4-12

    4-10 ...... 4-14

    4-11 ...... 4-15

    4-12 ...... 4-19

    4-13 (P )........ 4-20

    4-14 ...... 4-23

    4-15 .......... 4-23

    4-16 .......... 4-24

    4-17 ...... 4-24

    4-18 .......... 4-25

    4-19 .. 4-25

    4-20 ...... 4-26

    4-21 ...... 4-26

    4-22 .......... 4-30

    4-23 .......... 4-31

    4-24 ...... 4-32

    4-25 .... 4-33

    4-26 .. 4-34

    5-1 Pemis2K 5-3

  • XII

    5-2 Pemis2K

    ..... 5-3

  • P. 11

    21

    e (Marche & McNiven, 2009);

    (2003)

    e

    (2007)(Internet)

    92

    (2009)

    (human resource management, HRM)

    93 1 5

  • P. 12

    e

    2006

    2007200820012002199420062009

    (Legacy Information

    (Data Mining)(Susan & Schuler, 2000)

    -- Pemis2K

    ()

    80

    - 83 DOS

    86 9 windows

    PC

  • P. 13

    86

    Pemis2K2009 Pemis2K

    e 89 Client-Server

    (Pemis2K) Pemis2K 19 1-1 Pemis2K Pemis2K (1) (2) (3) (4) (5) (6) (7) (8) (9) (10) (11) (12) (13) (14)(15) (16) (17) (18) (19) Pemis2K 1-1

    1-1 Pemis2K (http://www.tpgpd.gov.tw/pemis2k/)

    92

  • P. 14

    e

    Pemis2K (SOP)

    94 Pemis2K Pemis2K Pemis2K 1-2

    1-2 Pemis2K

    (http://www.tpgpd.gov.tw/pemis2k/)

    98 5 Pemis2K Pemis2K 2.0 Pemis2K

    2010 (WWWWorld Wide Web) Web (WebHR) ( 1-3)Pemis2K

    Pemis2K

    SQL Server

    Pemis2K

    Pemis2K

  • P. 15

    1-3 WebHR e

    1-4

    1-4

    Web (WebHR) Pemis2K 1-3 (2010 ) Web WebHR

    -

    DOS

    (Pemis2K)

    Pemis2K 1.0()

    Pemis2K 2.0

    WebHR

  • P. 16

    Pemis2K Pemis2K

    Pemis2K

    Pemis2K Pemis2K Pemis2K

    () (Evidence Based)

    1-5

    1-5

    /

    (Data Warehouse)

    Problem Discovery

    Evidence Supporting

    /Execution

    /Regulation & PolicyRefining

  • P. 17

    e

    /

    Pemis2K

  • P. 18

    () ()

    ()

    (1) Pemis2K(P2K) (2) (3) (4)

    (5) Pemis2K(P2K)

    ()

    (1) (2) (3) (4) (5) (6) (7)

    ()

  • P. 21

    (2002)

    (2003) (acquisition) (development) (maintenance) (utilization)Mondy(1993) Susan & Schuler (2000)

    HRM

    2009

    DeNisi Griffin (2005)(2003)(acquisition)(development)(maintenance)(utilization) (The American Society For Training and Development, ASTD) P. A. McLagan

  • P. 22

    (human resource wheel) HRM 2-1

    2-1 (: McLagan, 1989)

    ASTD HRM

    HRM (McLagan ,1989)

    1. 2. 3. 4. 5. 6. () 7.

  • P. 23

    (2009)

    1.

    2.

    ()

    3.

    4.

    5.

    6.

    7.

  • P. 24

    8.

    2009 10 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.

    Pemis2K

  • P. 25

    Pemis2K 2-2

    2-2

    1

    2

    3

    4 Pemis2K(P2K)

    Pemis2K

  • P. 26

    2-3

    2-3

  • P. 27

    2002Stewart & Shamdasani, 1990; Vaughn, Schumm, & Sinagub, 1996/1999

    (Stewart & Shamdasani, 1990)

    2002

    1.

    (1)

    (Stewart & Shamdasani, 1990)

    (2) (Stewart & Shamdasani, 1990)2002

    2002(Stewart & Shamdasani, 1990)Morgan2002

    (3)

    2002Stewart & Shamdasani, 1990

  • P. 28

    (Stewart & Shamdasani, 1990)

    (4)

    --(reinstatement)

    2002

    2002

    (Stewart & Shamdasani, 1990)

    (5)

    2002

    (Stewart & Shamdasani,1990)

    (Stewart & Shamdasani, 1990)

    (6)

    (Stewart & Shamdasani, 1990)

    (summary)(coding)(content analysis)2002

    2002Stewart & Sham-dasani, 1990 2.

    2002Stewart & Shamdasani, 1990

    (1)

  • P. 29

    (2) (Stewart & Shamdasani, 1990)

    (nonverbal)

    (synergistic)2002

    (3)

    2002Stewart & Shamdasani,1990

    (1)

    (2)

    (3)

    (Stewart & Shamdasani, 1990)

    (4) (Stewart & Shamdasani, 1990)

  • P. 210

    1.

    2.

    2-1

    2-1

    ( 99 )

    6 4 1-06

    6 14 1-08 6 4 1-10 6 4 1-12

    9 27 1-14

    9 27 1-17

    6 7

    1-20

    1-20

    1-20

    1-20

    1-20

    5 31

    1-24

    1-24

    1-24

    7 16

    1-27

    1-27

    1-27

    1-27

    () 9 27 1-31

  • P. 211

    3. 2-2 2-5

    2-2

    1.

    2.

    3.

    4.

    5.

    2-3

    1.

    2.

    3.

    4.

    2-4

    1.

    2.

    3.

    4.

  • P. 212

    2-5

    A.

    B.

    C.

    D.

    1.

    2.

    3.

    4.

    5.

    6.

    7.

    8.

    9.

    10.

    11.

    12.

  • P. 213

    E.

    F.

    13.

    14.

    4.

    5.

    1.

    Pemis2K(P2K)

    (1)

    Pemis2K(P2K) 19

    5 4 1

  • P. 214

    (2)

    Pemis2K(P2K) 19 5 4 1

    (3)

    Pemis2K(P2K)

    5 4 1 2-6

    2-6

    1 Pemis2K

    2 Pemis2K

    3 Pemis2K

    4 Pemis2K

    5 Pemis2K

    6 Pemis2K

    7

    8

    9

    10

    (4)

    2-7

  • P. 215

    2-7

    A.

    B.

    C.

  • P. 216

    D.

    E.

    F.

    G.

  • P. 217

    H.

    I.

    ()

    2.

    99 7 15 99 8 8

    3.

    (1)

    (2)

    (3) T Pemis2K(P2K)

  • P. 218

    ()

    21

    e e-

    (Marche & McNiven, 2009)

    92

    e

    e

    2007(Internet)

    (human resource management, HRM)

  • P. 219

    ()

    93 1 5

    2007200820012002199420062009

    (Data Mining)(Susan & Schuler, 2000)

    ()

    (Chen, Han & Yu, 1996Susan & Schuler2000TanSteinbach & Kumar, 2006)

    (1) (2) (3) (4) (5) (6) (7) 2-4 (Fayyad, Gregory & Smyth, 1996)

  • P. 220

    2-4

    (Fayyad, Gregory, & Smyth, 1996)

    (1) (structure) (2) (text mining)

    2003

    10 2-8 2-8

    2-8

    2-8 32 35

    2-8 10 -- 1 ( 89) --

    2 ( 90)

    3 ( 91) 4 ( 91)

  • P. 221

    5 ( 91) 6 ( 91) 7 ( 91)

    8 ( 91)

    9 ( 92)

    10 ( 92)

    11 ( 92)

    12 ( 92)

    13 ( 93)

    14 ( 93) 15 ( 93)

    16 ( 94) 17 ( 94) 18 ( 94)

    19 ( 94)

    20 ( 94)

    21 ( 94) 22 ( 95) 23 ( 95)

    24 ( 95)

    25 ( 96)

    26 ( 96)

  • P. 222

    27 ( 96) 28 ( 96)

    29 ( 96) 30 ( 97) 31 ( 97)

    32 ( 98)

    33 ( 98)

    34 ( 98) 35 ( 98) 36 ( 98)

    ()

    1.

    2.

    3.

    4.

    5.

    6.

    7.

    8.

    9.

  • P. 3-1

    99 7 15

    99 8 15 ()

    12,317

    7,026 57.04%

    (1)(2)(3)

    (4)(5) Pemis2K

    ()

    3-1

    4,704 67.0% 3-2 6~9

    4,958 ( 70.6%) 1~5 1,712 ( 24.4%)

    3-3 16~20 1,775 ( 25.3%)

    11~15 1,386 ( 19.7%) 21~25 1,321 ( 18.8%)

    3-4 4,651 ( 66%)

    3-1 3-2

  • P. 3-2

    3-5 () 4,859

    ( 69%) 3-6 966

    (13.7%) 652 (9.3%)()

    3-7 2,294 (32.7%) 1,638

    (23.3%)

    3-3 3-4

    3-5 3-6 ()

    3-7 (())

  • P. 3-3

    ()

    Pemis2K 19

    1.

    3-8

    3-9 24.4%

    19.7% 39.5%

    2.

    3-10 9

    3-11 60%

    25.1% 13.6%

    3-8 3-9

    3-10 3-11

  • P. 3-4

    3.

    3-12 7

    3-13 18.0%

    36.0% 22.1%

    17.0%

    4.

    3-14 8

    3-15 21.9%

    60%

    3-12 3-13

    3-14 3-15

  • P. 3-5

    5.

    3-16 7

    3-17 20.4%

    30.80% 20.20%

    19.60%

    6.

    3-18 8

    3-19 33.4%

    36.20% 12.70%

    3-18 3-19

    3-16 3-17

  • P. 3-6

    7.

    3-20 8

    3-21 23.30%

    59.60%

    8.

    3-22

    3-23

    30.90% 12.30%

    3-20 3-21

    3-22 3-23

  • P. 3-7

    9.

    3-24

    3-25 26.10%

    29.30% 34.30%

    10.

    3-26 2

    3-27 22.6%

    21.9% 40.4%

    3-24 3-25

    3-26 3-27

  • P. 3-8

    11.

    3-28

    3-29 13.9%

    54.7% 14.8%

    12.

    3-30 3

    3-31 15.4%

    49.0% 16.4%

    3-28 3-29

    3-31 3-30

  • P. 3-9

    13.

    3-32 7

    3-33 16.9%

    66.3%

    14.

    3-34

    3-35 25.7%

    36.5%

    3-32 3-33

    3-34 3-35

  • P. 3-10

    15.

    3-36 4

    3-37 23.5%

    27.1% 37.3%

    16.

    3-38 1

    3-39 23.5%

    19.1% 34.4%

    3-36 3-37

    3-38 3-39

  • P. 3-11

    17.

    3-40 2

    3-41 19.6%

    21.6% 45.3%

    18.

    3-42 6

    3-43 23.3%

    24.4% 41.2%

    3-40

    3-41

    3-42 3-43

  • P. 3-12

    19.

    3-44 4

    3-45 22.6%

    24.9% 41.5%

    ()

    Pemis2K 19

    1.

    3-46 7

    3-47 14.2%

    26.1% 23.6%

    3-44 3-45

    3-47 3-46

  • P. 3-13

    2.

    3-48 9

    3-49 60%

    24.5% 3.8%

    3.

    3-50 8

    3-51 23.2%

    29.5% 18.2% 17.7%

    3-48

    3-49

    3-50 3-51

  • P. 3-14

    4.

    3-52 8

    3-52 23.6%

    42.5% 21.3%

    5.

    3-54 7 5

    3-55 27.9%

    27.3% 15.1%

    3-52 3-53

    3-54 3-55

  • P. 3-15

    6.

    3-56 8

    3-57 32.2%

    39.8%

    7.

    3-58 8

    3-59 26.3%

    38.5%

    3-56 3-57

    3-58 3-59

  • P. 3-16

    8.

    3-60 6

    3-61 38.6%

    17.3% 18.1%

    9.

    3-62 5

    3-63 27.9%

    23.7% 30.9%

    3-60 3-61

    3-62 3-63

  • P. 3-17

    10.

    3-64 3

    3-65 24.3%

    18.5% 46.2%

    11.

    3-66 4

    3-67 25.6%

    26.6% 24.5%

    3-64 3-65

    3-66 3-67

  • P. 3-18

    12.

    3-68 4

    3-69 23.2%

    26.6% 26.9%

    13.

    3-70 8

    3-71 19.4%

    41.5% 26.1%

    3-68 3-69

    3-70 3-71

  • P. 3-19

    14.

    3-72 7

    3-73 29.2%

    31.5%

    15.

    3-74 5

    3-75 32.2%

    20.1% 28.4%

    3-72 3-73

    3-74 3-75

  • P. 3-20

    16.

    3-76 1

    3-77 28.6%

    16.5% 38.0%

    17.

    3-78 2

    3-79 29.3%

    18.8% 33.5%

    3-76

    3-77

    3-78

    3-79

  • P. 3-21

    18.

    3-80 5

    3-81 27.1%

    22.7% 33.4%

    19.

    3-82 4

    3-83 26.8%

    21.5% 37.2%

    3-80 3-81

    3-82 3-83

  • P. 3-22

    () Pemis2K

    Pemis2K 3-1

    3.77 5 Pemis2K

    (3.95 )Pemis2K

    (3.89 )Pemis2K (3.84

    )

    (3.68 )

    3-1 Pemis2K

    Pemis2K 3.95 0.75

    Pemis2K 3.89 0.74

    Pemis2K 3.84 0.74

    Pemis2K 3.76 0.76

    Pemis2K 3.73 0.78

    Pemis2K 3.82 0.75

    3.68 0.86

    3.66 0.87

    3.68 0.85

    3.68 0.85

    3.77 0.68

    ()

  • P. 3-23

    1.

    3-2 (1)

    68.8%(2)

    63.6%(3)

    48.1%

    3-2

    2,075 63.6%

    2,243 68.8%

    1,399 42.9%

    1,506 46.2%

    1,459 44.7%

    1,569 48.1%

    24 0.7%

    2.

    3-3 (1)

    75.0%(2)

    74.2%(3)

    55.6%(4) 55.5%

    3-3

    3,72 9 75.0% 2,764 55.6% 2,760 55.5% 3,690 74.2%

    1,884 37.9%

    1,543 31.0% 40 0.8%

  • P. 3-24

    3.

    3-4 (1)

    62.9%(2)

    58.5%(3)

    54.1%

    3-4

    2,194 62.9%

    1,885 54.1%

    2,041 58.5%

    1,836 52.7%

    1,645 47.2%

    17 0.5%

    4.

    3-5 (1)

    71.3%(2)

    52.0%(3)

    49.9%

    3-5

    2,607 71.3%

    1,827 49.9%

    1,902 52.0%

    1,722 47.1%

    1,703 46.6%

    31 0.8%

  • P. 3-25

    5.

    3-6 (1)

    77.0%(2)

    65.6%(3)

    42.4%

    3-6

    2,843 77.0%

    2,421 65.6%

    1,566 42.4%

    1,508 40.8%

    1,553 42.1%

    1,480 40.1%

    20 0.5%

    6.

    3-7 (1)

    79.3%(2)

    68.5%(3)

    44.5%

    3-7

    3,246 79.3%

    2,802 68.5%

    1,810 44.2%

    1,820 44.5%

    26 0.6%

  • P. 3-26

    7.

    3-8 (1)

    83.8%(2) 70.8%(3)

    69.8%(4)

    66.0%

    3-8

    3,633 83.8%

    2,862 66.0%

    2,460 56.8%

    2,490 57.5%

    3,069 70.8%

    3,025 69.8%

    1,690 39.0%

    21 0.5%

    8.

    3-9 (1) 60.4%

    (2) 59.2%(3)

    50.7%

  • P. 3-27

    3-9

    1,666 35.5%

    2,782 59.2%

    2,835 60.4%

    2,382 50.7%

    1,669 35.5%

    1,590 33.9%

    1,223 26.0%

    1,853 39.5%

    1,818 38.7%

    29 0.6%

    ()

    3-1010~14

    ()

    6~9

    ()

    ()1~5

    ()

    6~9

    ()

    1~5

    ()

    10~14

    (

    )

  • P. 3-28

    ()

    ()

    ()

    3-10

    (P ) (P ) (P ) .042* .995 .001* .000* .000* .021* .061 .000* .061 .453 .000* .000* .000* .000* .000* .000* .000* .000* .001* .000* .001* .176 .000* .776 .000* .000* .000* .052 .213 .609 .717 .000* .172 .278 .000* .007* .013* .000* .670 .063 .000* .000* .001* .000* .000* .571 .663 .808

    .108 .271 .353

    .469 .000* .313 .320 .390 .720

    * 0.05

  • P. 3-29

    ()

    3-11

    ()1~5

    ()

    ()

    6~9

    ()

    1~5

    6~9

    ()

    6~9

    ()

    ()

    ()

    1~5

    ()

    ()

  • P. 3-30

    3-11

    (P ) (P ) (P) .082 .000* .011* .000* .000* .000* .549 .000* .000* .001* .000* .000* .000* .000* .149 .000* .000* .000* .000* .000* .000* .060 .000* .552 .514 .000* .000* .626 .020* .103 .936 .018* .504 .822 .000* .162 .012* .000* .000* .012* .000* .036* .225 .000* .000* .973 .016* .607

    .592 .001* .889

    .419 .000* .097 .463 .832 .853

    * 0.05

    () Pemis2K

    Pemis2K

    t3-12

    Pemis2K

  • P. 3-31

    3-12 Pemis2K

    P

    Pemis2K :3.99 :3.92

    .000*

    Pemis2K : 3.94 : 3.86

    .000*

    Pemis2K : 3.89 : 3.82

    .000*

    Pemis2K : 3.81 : 3.74

    .000*

    Pemis2K : 3.77 : 3.71

    .003*

    Pemis2K : 3.85 : 3.80

    .004*

    : 3.79 : 3.62

    .000*

    : 3.77 : 3.61

    .000*

    : 3.78 : 3.63

    .000*

    : 3.78 : 3.63

    .000*

    : 3.83 : 3.73

    .000*

    * 0.05

    () Pemis2K

    Pemis2K

    (ANOVA)

    3-136~91~510~14

    Pemis2K

    6~9

    1~510~14

  • P. 3-32

    3-13 Pemis2K P

    Pemis2K

    A3.91 B3.98 C3.65 D3.67

    .000*

    Pemis2K

    A3.84 B3.92 C3.67 D3.65

    .000*

    Pemis2K

    A3.80 B3.87 C3.57 D3.59

    .000*

    Pemis2K

    A3.72 B3.80 C3.49 D3.50

    .000*

    Pemis2K

    A3.68 B3.76 C3.45 D3.49

    .000*

    Pemis2K

    A3.78 B3.85 C3.53 D3.57

    .000*

    A3.65 B3.70 C3.56 D3.55

    .007*

    A3.63 B3.68 C3.58 D3.53

    .015*

    A3.65 B3.70 C3.62 D3.57

    .044*

    A3.65 B3.69 C3.63 D3.56

    .081

    A3.73 B3.79 C3.57 D3.56

    .000*

    : A 1~5 B 6~9 C 10~14 D * 0.05

  • P. 3-33

    () Pemis2K

    Pemis2K

    t

    3-14

    Pemis2K

    3 -14 Pemis2K

    P

    Pemis2K : 3.96

    : 3.92

    .016*

    Pemis2K : 3.90

    : 3.88

    .246

    Pemis2K : 3.85 : 3.83

    .287

    Pemis2K : 3.77 : 3.75

    .244

    Pemis2K : 3.74 : 3.71

    .126

    Pemis2K : 3.83 : 3.79

    .054

    : 3.66 : 3.70

    .076

    : 3.65 : 3.69

    .073

    : 3.66 : 3.71

    .048*

    : 3.66 : 3.70

    .045*

    : 3.77 : 3.77

    .965

    * 0.05

  • P. 3-34

    () Pemis2K

    Pemis2K

    t

    3-15 ()

    Pemis2K

    ()

    3-15 Pemis2K

    P

    Pemis2K

    : 3.85 (): 3.99

    .000*

    Pemis2K

    : 3.80 (): 3.93

    .000*

    Pemis2K : 3.74 (): 3.88

    .000*

    Pemis2K : 3.66 (): 3.81

    .000*

    Pemis2K : 3.62 (): 3.77

    .000*

    Pemis2K : 3.71 (): 3.86

    .000*

    : 3.58 (): 3.72

    .000*

    : 3.57 (): 3.70

    .000*

    : 3.58 (): 3.72

    .000*

    : 3.58 (): 3.72

    .000*

    : 3.67 (): 3.81

    .000*

    * 0.05

  • P. 3-35

    ()

    1.

    3-16

    10~14

    6~9 1~5

    3-16

    4 -1 -2 4 -1 -3 4 -1 -4 4 -1 -5 4 -1 -6 4 -1 -7 1~5

    421 (62.7%)

    451 (67.2%)

    246 (36.7%)

    271 (41.3%)

    280 (40.4%)

    342 (51.0%)

    671

    6~9

    1,570 (63.8%)

    1,703 (69.3%)

    1,097 (44.6%)

    1,174 (47.7%)

    1,122 (45.6%)

    1,178 (47.9%)

    2,459

    10~14

    37 (74.0%)

    38 (76.0%)

    27 (54.0%)

    28 (56.0%)

    22 (44.0%)

    19 (38.0%)

    50

    47 (63.5%)

    51 (68.9%)

    29 (39.2%)

    33 (44.6%)

    35 (47.3%)

    30 (40.5%)

    74

    4-1-2 4-1-3 4-1-4 4-1-5 4-1-6 4-1-7

    2.

    3-17

    10~14

    6~9 1~5

  • P. 3-36

    3-17

    4 -2 -2 4 -2 -3 4 -2 -4 4 -2 -5 4 -2 -6 4 -2 -7 1~5

    882 (75.8%)

    612 (52.6%)

    629 (54.0%)

    845 (72.6%)

    447 (38.4%)

    362 (31.1%)

    1,164

    6~9

    2,688 (74.7%)

    2,039 (56.7%)

    2,018 (56.1%)

    2,714 (75.5%)

    1,355 (37.7%)

    1,120 (31.1%)

    3,597

    10~14

    51 (86.4%)

    43 (72.9%)

    36 (61.0%)

    41 (69.5%)

    26 (44.1%)

    22 (37.3%)

    59

    108 (78.3%)

    70 (50.7%)

    77 (55.8%)

    90 (65.2%)

    56 (40.6%)

    39 (28.3%)

    138

    4-2-2 4-2-3 4-2-4 4-2-5 4-2-6 4-2-7

    3.

    3-18

    10~14

    6~9 1~5

    3-18

    4 -3 -2 4 -3 -3 4 -3 -4 4 -3 -5 4 -3 -6 1~5

    436 (61.1%)

    362 (50.7%)

    387 (54.2%)

    369 (51.7%)

    361 (50.6%)

    714

    6~9

    1,685 (63.7%)

    1,450 (54.8%)

    1,588 (60.0%)

    1,403 (53.0%)

    1,227 (46.4%)

    2,645

    10~14

    34 (68.0%)

    34 (68.0%)

    36 (72.0%)

    27 (54.0%)

    20 (40.0%)

    50

    39 (56.5%)

    39 (56.5%)

    30 (43.5%)

    37 (53.6%)

    37 (53.6%)

    69

    4-3-2 4-3-3 4-3-4 4-3-5 4-3-6

  • P. 3-37

    4.

    3-19

    10~14

    6~9

    1~5 6~9

    1~5 10~14

    3-19

    4 -4 -2 4 -4 -3 4 -4 -4 4 -4 -5 4 -4 -6 1~5

    558 (70.8%)

    381 (48.4%)

    390 (49.5%)

    362 (45.9%)

    381 (48.4%)

    788

    6~9

    1,949 (71.9%)

    1,364 (50.3%)

    1,434 (52.9%)

    1,292 (47.7%)

    1,256 (46.3%)

    2,711

    10~14

    34 (72.3%)

    36 (76.6%)

    37 (78.7%)

    22 (46.8%)

    21 (44.7%)

    47

    66 (70.2%)

    46 (48.9%)

    41 (43.6%)

    46 (48.9%)

    45 (47.9%)

    94

    4-4-2 4-4-3 4-4-4 4-4-5 4-4-6

    5.

    3-20

    10~14

    6~9 1~5

  • P. 3-38

    3-20

    4 -5 -2 4 -5 -3 4 -5 -4 4 -5 -5 4 -5 -6 4 -5 -7 1~5

    644 (77.7%)

    541 (65.3%)

    344 (41.5%)

    300 (36.2%)

    334 (40.3%)

    332 (40.0%)

    829

    6~9

    2,096 (77.3%)

    1,790 (66.0%)

    1,162 (42.8%)

    1,157 (42.7%)

    1,155 (42.6%)

    1,084 (40.0%)

    2712

    10~14

    42 (79.2%)

    38 (71.7%)

    28 (52.8%)

    25 (47.2%)

    26 (49.1%)

    22 (41.5%)

    53

    61 (67.0%)

    52 (57.1%)

    32 (35.2%)

    26 (28.6%)

    38 (41.8%)

    42 (46.2%)

    91

    4-5-2 4-5-3 4-5-4 4-5-5 4-5-6 4-5-7

    6.

    3-21

    10~14

    6~9

    1~5

    3-21

    4-6 -2 4 -6 -3 4 -6 -4 4 -6 -5 1~5

    758 (80.5%)

    614 (65.2%)

    377 (40.0%)

    423 (44.9%)

    942

    6~9

    2,364 (79.6%)

    2,067 (69.6%)

    1,355 (45.6%)

    1,316 (44.3%)

    2,969

    10~14

    44 (80.0%)

    49 (89.1%)

    30 (54.5%)

    26 (47.3%)

    55

    80 (70.8%)

    72 (63.7%)

    48 (42.5%)

    55 (48.7%)

    113

    4-6-2 4-6-3 4-6-4 4-6-5

  • P. 3-39

    7.

    3-22

    10~14

    6~9 1~5

    3-22

    4-7-2 4-7-3 4-7-4 4-7-5 4-7-6 4-7-7 4-7-8 1 ~ 5

    803 (84.3%)

    600 (63.0%)

    520 (54.6%)

    537 (56.4%)

    662 (69.5%)

    666 (70.0%)

    395 (41.5%)

    952

    6 ~ 9

    2,692 (67.0%)

    2,153 (67.0%)

    1,836 (57.1%)

    1,858 (57.8%)

    2,293 (71.3%)

    2,248 (69.9%)

    1,231 (38.3%)

    3,214

    1 0 ~ 1 4

    49 (92.5%)

    39 (73.6%)

    38 (71.7%)

    38 (71.7%)

    41 (77.4%)

    38 (71.7%)

    25 (47.2%)

    53

    89 (84.8%)

    70 (66.7%)

    66 (62.9%)

    57 (54.3%)

    73 (69.5%)

    73 (69.5%)

    39 (37.1%)

    105

    4-7-2 4-7-3 4-7-4 4-7-5 4-7-6 4-7-7 4-7-8

    8.

    3-23

    10~14

    6~9

    1~5

  • P. 3-40

    3-23

    4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-7 4-8-8 4-8-9

    1 ~ 5

    382

    (33.9%)

    621

    (55.1%)

    741

    (65.7%)

    498

    (44.2%)

    350

    (31.1%)

    338

    (30.0%)

    261

    (23.2%)

    460

    (40.8%)

    412

    (36.6%)

    1,127

    6 ~ 9

    1,224

    (36.3%)

    2,049

    (60.8%)

    2,016

    (59.8%)

    1,793

    (53.2%)

    1,252

    (37.1%)

    1,189

    (35.3%)

    912

    (27.0%)

    1,316

    (39.0%)

    1,330

    (39.4%)

    3,372

    1 0 ~ 1 4

    29

    (48.3%)

    44

    (73.3%)

    37

    (61.7%)

    40

    (66.7%)

    28

    (46.7%)

    22

    (36.7%)

    23

    (38.3%)

    25

    (41.7%)

    28

    (46.7%)

    60

    31

    (24.8%)

    68

    (54.4%)

    41

    (32.8%)

    51

    (40.8%)

    39

    (31.2%)

    41

    (32.8%)

    27

    (21.6%)

    52

    (41.6%)

    48

    (38.4%)

    125

    4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-7 4-8-8 4-8-9

    ()

    1.

    3-24

    3-24

    4 -1 -2 4 -1 -3 4 - 1 - 4 4 - 1 - 5 4 - 1 - 6 4 -1 -7 1,537

    (65.5%) 1,648

    (70.2%)1,123

    (47.8%)1,210

    (51.6%)1,128

    (48.1%) 1,130

    (48.1%) 2,347

    538 (59.3%)

    595 (65.6%)

    276 (30.4%)

    296 (32.6%)

    331 (36.5%)

    439 (48.4%)

    907

    4-1-2 4-1-3 4-1-4 4-1-5

  • P. 3-41

    4-1-6 4-1-7

    2.

    3-25

    3-25

    4 -2 -2 4 -2 -3 4 -2 -4 4 -2 -5 4 -2 -6 4 -2 -7 2,580

    (75.8%) 2,103

    (61.8%)2,024

    (59.5%)2,655

    (78.0%) 1,285

    (37.7%) 1,124

    (33.0%) 3,404

    1,149 (73.9%)

    661 (42.5%)

    736 (47.4%)

    1,035 (66.6%)

    599 (38.5%)

    419 (27.0%)

    1,554

    4-2-2 4-2-3 4-2-4 4-2-5 4-2-6 4-2-7

    3.

    3-26

  • P. 3-42

    3-26

    4 -3 -2 4 -3 -3 4 -3 -4 4 -3 -5 4 -3 -6 1,689

    (67.6%) 1,430

    (57.2%) 1,575

    (63.0%) 1,319

    (52.8%)1,140

    (45.6%) 2,499

    505 (51.6%)

    455 (46.5%)

    466 (47.6%)

    517 (52.8%)

    505 (51.6%)

    979

    4-3-2 4-3-3 4-3-4 4-3-5 4-3-6

    4.

    3-27

    3-27

    4 -4 -2 4 -4 -3 4 -4 -4 4 -4 -5 4 -4 -6 1,914

    (76.3%) 1,325

    (52.8%) 1,441

    (57.4%) 1,226

    (48.9%) 1,154

    (46.0%) 2,509

    693 (61.3%)

    502 (44.4%)

    461 (40.8%)

    496 (43.9%)

    549 (48.5%)

    1,131

    4-4-2 4-4-3 4-4-4 4-4-5 4-4-6

    5.

    3-28

  • P. 3-43

    3-28

    4 -5 -2 4 -5 -3 4 -5 -4 4 -5 -5 4 -5 -6 4 -5 -7 2,065

    (80.1%) 1,760

    (68.3%)1,151

    (44.6%)1,157

    (44.9%)1,127

    (43.7%)1,042

    (40.4%) 2,578

    778 (70.3%)

    661 (59.7%)

    415 (37.5%)

    351 (31.7%)

    426 (38.5%)

    438 (39.6%)

    1,107

    4-5-2 4-5-3 4-5-4 4-5-5 4-5-64-5-7

    6.

    3-29

    3-29

    4 -6 -2 4 -6 -3 4 -6 -4 4 -6 -5 2,155

    (79.8%) 1,953

    (72.3%) 1,286

    (47.6%) 1,220

    (45.2%) 2,702

    1,091 (79.2%)

    849 (61.7%)

    524 (38.1%)

    600 (43.6%)

    1,377

    4-6-2 4-6-3 4-6-4 4-6-5

    7.

    3-30

  • P. 3-44

    3-30

    4 - 7 - 2 4 -7 -3 4 - 7 - 4 4 - 7 - 5 4 - 7 - 6 4 -7 -7 4 -7 -8 2,462

    (84.1%)1,944

    (66.4%) 1,697

    (57.9%)1,796

    (61.3%)2,186

    (74.6%)2,112

    (72.1%) 1,159

    (39.6%) 2,929

    1,171 (83.9%)

    918 (65.8%)

    763 (54.7%)

    694 (49.7%)

    883 (63.3%)

    913 (65.4%)

    531 (38.1%)

    1,395

    4-7-2 4-7-3 4-7-4 4-7-5 4-7-6 4-7-7 4-7-8

    8.

    3-31

    3-31

    4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-7 4-8-8 4-8-9

    1,341

    (40.1%)

    1,978

    (59.2%)

    2,121

    (63.5%)

    1,843

    (55.2%)

    1,194

    (35.7%)

    1,138

    (34.1%)

    989

    (29.6%)

    1,332

    (39.9%)

    1,367

    (40.9%)

    3,341

    325

    (24.2%)

    804

    (59.9%)

    714

    (53.2%)

    539

    (40.1%)

    475

    (35.4%)

    452

    (33.7%)

    234

    (17.4%)

    521

    (38.8%)

    451

    (33.6%)

    1,343

    4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-7 4-8-8 4-8-9

    ()

  • P. 3-45

    1.

    3-32

    ()

    3-32

    4 -1 -2 4 -1 -3 4 -1 -4 4 -1 -5 4 -1 -6 4 -1 -7

    637 (66.6%)

    658 (68.8%)

    448 (46.8%)

    501 (52.4%)

    421 (44.0%)

    432 (45.1%)

    957

    ( )

    1,438 (62.6%)

    1,585 (69.0%)

    951 (41.4%)

    1,005 (43.8%)

    1,038 (45.2%)

    1,137 (49.5%)

    2,297

    4-1-2 4-1-3 4-1-4 4-1-5 4-1-6 4-1-7

    2.

    3-33

    ()

    3-33

    4 -2 -2 4 - 2 - 3 4 -2 -4 4 - 2 - 5 4 -2 -6 4 -2 -7

    1,099 (75.8%)

    854 (58.9%)

    858 (59.2%)

    1,080 (74.5%)

    527 (36.3%)

    471 (32.5%)

    1,450

    ( )

    2,630 (75.0%)

    1,910 (54.4%)

    1,902 (54.2%)

    2,610 (74.4%)

    1,357 (38.7%)

    1,072 (30.6%)

    3,508

    4-2-2 4-2-3 4-2-4 4-2-5 4-2-64-2-7

  • P. 3-46

    3.

    3-34

    ()

    3-34

    4 - 3 - 2 4 - 3 - 3 4 - 3 - 4 4 - 3 - 5 4 - 3 - 6

    684 (68.9%)

    551 (55.5%)

    619 (62.3%)

    507 (51.1%)

    448 (45.1%)

    993

    ( )

    1,510 (60.8%)

    1,334 (53.7%)

    1,422 (57.2%)

    1,329 (53.5%)

    1,197 (48.2%)

    2,485

    4-3-2 4-3-3 4-3-4 4-3-5 4-3-6

    4.

    3-35

    ()

    3-35

    4 - 4 - 2 4 - 4 - 3 4 - 4 - 4 4 - 4 - 5 4 - 4 - 6

    743 (74.5%)

    527 (52.9%)

    560 (56.2%)

    475 (47.6%)

    453 (45.4%)

    997

    ( )

    1,864 (70.5%)

    1,300 (49.2%)

    1,342 (50.8%)

    1,247 (47.2%)

    1,250 (47.3%)

    2,643

    4-4-2 4-4-3 4-4-4 4-4-5 4-4-6

  • P. 3-47

    5.

    3-36

    ()

    3-36

    4-5 -2 4 -5 -3 4 -5 -4 4 -5 -5 4 -5 -6 4 -5 -7

    827 (79.2%)

    715 (68.5%)

    460 (44.1%)

    468 (44.8%)

    453 (43.4%)

    421 (40.3%)

    1,044

    ( )

    2,016 (76.3%)

    1,706 (64.6%)

    1,106 (41.9%)

    1,040 (39.4%)

    1,100 (41.7%)

    1,059 (40.1%)

    2,641

    4-5-2 4-5-3 4-5-4 4-5-5 4-5-6 4-5-7

    6.

    3-37

    ()

    3-37

    4 -6 -2 4 -6 -3 4 -6 -4 4 -6 -5

    870 (80.6%)

    761 (70.5%)

    486 (45.0%)

    495 (45.8%)

    1,080

    ( )

    2,376 (79.2%)

    2,041 (68.1%)

    1,324 (44.1%)

    1,325 (44.2%)

    2,999

    4-6-2 4-6-3 4-6-4 4-6-5

  • P. 3-48

    7.

    3-38

    ()

    3-38

    4 -7 -2 4 - 7 - 3 4 - 7 - 4 4 - 7 - 5 4 - 7 - 6 4 -7 -7 4 -7 -8

    980 (84.5%)

    773 (66.6%)

    677 (58.4%)

    691 (59.6%)

    841 (72.5%)

    793 (68.4%)

    437 (37.7%)

    1,160

    ( )

    2,653 (83.8%)

    2,089 (66.0%)

    1,783 (56.4%)

    1,799 (56.9%)

    2,228 (70.4%)

    2,232 (70.5%)

    1,253 (39.6%)

    3,164

    4-7-2 4-7-3 4-7-4 4-7-5 4-7-6 4-7-7 4-7-8

    8.

    3-39

    ()

    3-39 4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-7 4-8-8 4-8-9

    536 (37.2%)

    810 (56.2%)

    878 (60.9%)

    779 (54.1%)

    483 (33.5%)

    454 (31.5%)

    407 (28.2%)

    545 (37.8%)

    506 (35.1%)

    1,441

    ( )

    1,130 (34.8%)

    1,972 (60.8%)

    1,957 (60.3%)

    1,603(49.4%)

    1,186 (36.6%)

    1,136(35.0%)

    816 (25.2%)

    1,308 (40.3%)

    1,312 (40.5%)

    3,243

    4-8-1 4-8-2 4-8-3 4-8-4 4-8-5 4-8-6 4-8-74-8-8 4-8-9

  • P. 41

    1.

    (1) - - - - - -

    (2) - - - - - -

    (3) - - - - - - - -

  • P. 42

    (4) - - - -

    (5) - - 5~15 - 5~15 - 5~15 - 5~15 - 5~15 - 5~15

    4-1

    2.

    Pemis2K

    1 13

    2 14

    3 15

    4 16

    5 17

    6 18

    7 19

    8 20

    9 21

    10 22

    11 23

    12

  • P. 43

    23 (Data Table) 4-1

    4-2

    4-2

    1 CPABT01M 2 CPABT02M 3 CPABT05M 4 CPABT19M 5 EDL 6 EDT 7 EPK 8 EPT 9 LEV 10 ORG 11 PKD 12 RNK

    (1)~(6)(1)~(3)(P )(4)~(5)

    (1)

    (2)

    (3)

    (4)

    (5)

    (6)

  • P. 44

    (P )

    (CPABT02M)(ORG)(RNK)4-1--(B02SORCOD)(B02CRKCOD)(ORG_NAME)(DESCR) 475,782

    4-1

    4-3 (CPABT02M)

    1. B02IDNO 2. B02SORCOD 3. B02TITCOD 4. B02SYSCOD 5. B02RCOD1B 6. B02RCOD1E 7. B02RCOD2B 8. B02RCOD2E 9. B02CRKCOD 10. B02ARVDAT

  • P. 45

    (CPABT02M) 4-3(ORG)(RNK) 475,782

    4-4(P )

    4-4

    (B02IDNO)

    (B02SORCOD)

    (B02CRKCOD)

    (P ) P() 475,782 159,389

    (P )

    159,389 ( 4-2)P

    4-6 P )

  • P. 46

    []

    []

    1 2 3 4 5 6 7 8 9 10 11 12 13 14

    ( X )

    40.2%55.4% 4.4% 17.1%15.9%5.8% 4-5 4-6 4-6

    4-5 (P )( X )

    ( X )

    ( ) +

    ( X + ) -

    ( X - )

    40.2% 17.1% 57.35% 23.1%

    55.4% 15.9% 71.4% 39.5%

    4.4% 5.8% 10.2% 0.0%

    % 4-2 P

  • P. 47

    4-6 (P )

    1 2

    18,893 38.1% 28,398 57.3% 2,257 4.6% 49,548

    12,971 54.3% 8,750 36.7% 2,146 9.0% 23,867

    3,813 23.3% 10,985 67.3% 1,534 9.4% 16,332 () 4,115 29.9% 9,275 67.4% 367 2.7% 13,757

    2,501 27.6% 6,224 68.8% 327 3.6% 9,052

    2,875 51.4% 2,535 45.3% 186 3.3% 5,596

    1,534 28.9% 3,766 71.1% 0 0.0% 5,300 () 2,414 45.6% 2,653 50.2% 222 4.2% 5,289

    1,638 33.5% 2,818 57.6% 438 8.9% 4,894

    1,412 29.0% 3,102 63.8% 351 7.2% 4,865

    1,270 26.3% 3,549 73.6% 1 0.02% 4,820

    1,208 25.2% 3,429 71.4% 163 3.4% 4,800

    1,525 48.6% 1,614 51.4% 1 0.03% 3,140

    1,076 44.0% 1,303 53.3% 64 2.6% 2,443

    1,267 55.0% 1,036 45.0% 0 0.0% 2,303

    232 14.4% 929 57.8% 447 27.8% 1,608

    244 38.7% 371 58.9% 15 2.4% 630

    149 36.8% 256 63.2% 0 0.0% 405 71 21.5% 257 77.9% 2 0.6% 330

    79 44.1% 90 50.3% 10 5.6% 179

  • P. 48

    55 60.4% 35 38.5% 1 1.1% 91

    34 42.0% 47 58.0% 0 0.0% 81

    27 49.1% 24 43.6% 4 7.3% 55

    4 100.0% 0 0.0% 0 0.0% 4

    59,407 37.3% 91,446 57.4% 8,536 5.4% 159,389

    100%

    0

    (57.4%)(37.3%) 5.4%

  • P. 49

    4-3

    4-4

  • P. 410

    4-5

    (P )

    (CPABT02M)(EPK)(RNK) 4-6(B02SORCOD)(DESCR)

    186,751

  • P. 411

    4-6

    (CPABT02M)(EPK)(RNK)

    4-7 186,751 (P )

    4-7

    (B02IDNO)

    (B02SYSCOD)

    (B02CRKCOD)

    186,751 159,355 (P ) 288 108

    ( 4-7)(P )

  • P. 412

    4-9

    []

    []

    1 2 3 4 5 6 7 8 9 10 11 12 13 14

    %

    4-7

    ( X )

    4-9 4-11 25.8%63.1% 11.2% 20.8%16.9% 12.8%( 4-8) 27.5%67.5%4.9% 17.2%17.0% 5.3%( 4-10) 4-5

    4-8

    + -

    25.8% 20.8% 46.6% 4.9%

    63.1% 16.9% 80.0% 46.2%

    11.2% 12.8% 24.0% 0.0%

  • P. 413

    4-9 4-11

    4-9 1 2

    1,3917 43.1% 16,599 51.5% 1,743 5.4% 32,259

    3,614 30.1% 8,170 68.1% 205 1.7% 11,989

    7,371 73.1% 2,539 25.2% 177 1.8% 10,087 4,959 53.9% 4,162 45.2% 86 0.9% 9,207 1,651 20.6% 6,015 74.9% 365 4.5% 8,031 3,151 44.1% 3,966 55.5% 35 0.5% 7,152 1,622 23.3% 5,106 73.2% 248 3.6% 6,976 4,636 78.4% 1,220 20.6% 57 1.0% 5,913 1,475 33.2% 2,906 65.4% 64 1.4% 4,445 2,106 48.3% 2,125 48.7% 131 3.0% 4,362 535 17.3% 2,100 67.8% 463 14.9% 3,098 0 0.0% 1,412 47.1% 1,586 52.9% 2,998 90 3.7% 2,135 88.2% 197 8.1% 2,422 638 27.0% 1,568 66.3% 158 6.7% 2,364 287 13.8% 1,661 80.0% 128 6.2% 2,076 328 21.7% 1,149 75.9% 37 2.4% 1,514 283 19.0% 1,143 76.7% 65 4.4% 1,491 100 8.2% 885 72.4% 238 19.5% 1,223 140 12.3% 884 77.5% 116 10.2% 1,140 441 40.7% 630 58.2% 12 1.1% 1,083 224 20.9% 776 72.3% 73 6.8% 1,073 36 3.4% 634 60.7% 375 35.9% 1,045 270 26.0% 651 62.7% 118 11.4% 1,039 431 49.9% 431 49.9% 2 0.2% 864 102 11.8% 650 75.2% 112 13.0% 864 208 24.5% 572 67.4% 69 8.1% 849 18 2.9% 472 75.8% 133 21.3% 623

  • P. 414

    107 20.6% 363 69.9% 49 9.4% 519 67 13.0% 360 69.6% 90 17.4% 517 99 19.6% 366 72.6% 39 7.7% 504 50 18.3% 190 69.6% 33 12.1% 273 59 29.9% 120 60.9% 18 9.1% 197 54 30.5% 118 66.7% 5 2.8% 177 15 8.6% 125 71.4% 35 20.0% 175 21 13.5% 125 80.1% 10 6.4% 156 57 38.0% 87 58.0% 6 4.0% 150 48 36.9% 76 58.5% 6 4.6% 130 22 23.9% 65 70.7% 5 5.4% 92 25 40.3% 33 53.2% 4 6.5% 62 0 0.0% 55 94.8% 3 5.2% 58 9 17.6% 37 72.5% 5 9.8% 51 16 31.4% 28 54.9% 7 13.7% 51 4 8.2% 29 59.2% 16 32.7% 49 7 15.6% 37 82.2% 1 2.2% 45 11 37.9% 14 48.3% 4 13.8% 29 2 7.1% 21 75.0% 5 17.9% 28 0 0.0% 5 50.0% 5 50.0% 10 0 0.0% 2 50.0% 2 50.0% 4 1 100.0% 0 0.0% 0 0.0% 1 49,271 38.4% 72,183 56.2% 6,966 5.4% 12,8420

    4-9

    4-10

    + - 27.5% 17.2% 44.7% 10.3% 67.5% 17.0% 84.5% 50.5% 4.9% 5.3% 10.2% 0.0%

  • P. 415

    4-11

    1 2

    2,273 35.5% 3,896 60.9% 232 3.6% 6,401 839 31.3% 1,735 64.8% 105 3.9% 2,679 610 28.4% 1,451 67.5% 89 4.1% 2,150 966 56.6% 722 42.3% 20 1.2% 1,708 701 43.2% 913 56.3% 8 0.5% 1,622 357 23.9% 996 66.8% 138 9.3% 1,491 658 49.0% 665 49.6% 19 1.4% 1,342 540 54.5% 443 44.7% 7 0.7% 990 216 23.5% 674 73.2% 31 3.4% 921 151 16.9% 729 81.4% 16 1.8% 896 314 38.6% 473 58.2% 26 3.2% 813 151 25.1% 411 68.4% 39 6.5% 601 194 34.3% 368 65.0% 4 0.7% 566 228 45.0% 244 48.1% 35 6.9% 507 132 29.5% 293 65.5% 22 4.9% 447 102 23.4% 303 69.7% 30 6.9% 435 83 19.4% 345 80.6% 0 0.0% 428 138 33.3% 250 60.2% 27 6.5% 415 69 18.5% 298 80.1% 5 1.3% 372 83 23.4% 257 72.6% 14 4.0% 354 67 19.1% 254 72.4% 30 8.5% 351 221 63.7% 123 35.4% 3 0.9% 347 83 24.5% 240 70.8% 16 4.7% 339 84 27.2% 213 68.9% 12 3.9% 309 76 24.8% 146 47.7% 84 27.5% 306 72 25.4% 198 70.0% 13 4.6% 283 18 7.8% 190 82.3% 23 10.0% 231 21 9.4% 174 77.7% 29 12.9% 224 86 41.3% 103 49.5% 19 9.1% 208 16 8.3% 171 89.1% 5 2.6% 192 14 7.4% 171 90.0% 5 2.6% 190 57 30.8% 120 64.9% 8 4.3% 185 43 27.6% 110 70.5% 3 1.9% 156

  • P. 416

    90 58.8% 62 40.5% 1 0.7% 153 38 33.9% 70 62.5% 4 3.6% 112 91 90.1% 7 6.9% 3 3.0% 101 10 10.1% 80 80.8% 9 9.1% 99 20 23.0% 56 64.4% 11 12.6% 87 24 27.9% 50 58.1% 12 14.0% 86 6 8.0% 58 77.3% 11 14.7% 75 2 2.9% 68 97.1% 0 0.0% 70 14 21.9% 50 78.1% 0 0.0% 64 7 11.7% 49 81.7% 4 6.7% 60 10 18.2% 45 81.8% 0 0.0% 55 3 5.8% 46 88.5% 3 5.8% 52 9 17.6% 41 80.4% 1 2.0% 51 26 53.1% 22 44.9% 1 2.0% 49 6 13.3% 35 77.8% 4 8.9% 45 7 15.9% 33 75.0% 4 9.1% 44 11 26.2% 31 73.8% 0 0.0% 42 14 42.4% 19 57.6% 0 0.0% 33 0 0.0% 31 96.9% 1 3.1% 32 1 3.3% 28 93.3% 1 3.3% 30 10 34.5% 13 44.8% 6 20.7% 29 8 33.3% 15 62.5% 1 4.2% 24 9 39.1% 13 56.5% 1 4.3% 23 3 37.5% 5 62.5% 0 0.0% 8 1 25.0% 3 75.0% 0 0.0% 4 0 0.0% 3 100.0% 0 0.0% 3 10,119 32.7% 19,246 62.2% 1,570 5.1% 30,935

  • P. 417

    10 5 5

    4-9

    4-11 30%

    4-9 4-11 4-8

  • P. 418

    4-8

    (P )

    (CPABT02M)(ORG)(RNK)4-9 187,366

    4-9

    (CPABT02M)(ORG)(RNK)

    4-12(P ) 69,573

  • P. 419

    4-12

    (B02IDNO)

    (B02SORCOD)

    (B02SYSCOD)

    (Null) 69,573 288 109 4-13

    4-13

    4-154-174-204-22 4-114-124-144-15

    4-13 4-15

    4-174-214-23 4-114-124-134-14

    [] \

    []

    /

    4-10

  • P. 420

    ( X ) 4-144-164-184-204-22

    4-13 (P ) 1

    \

    (*) 1,057 238 152 522 4,729 236 2,516 744 10,194 8 0 0 6,414 4 0 73 0 6,499 0 0 0 0 0 5,971 0 0 5,971 624 0 5 10 250 6 3,992 1,072 5,959 38 0 7 15 310 9 4,110 129 4,618 0 0 8 0 0 3,712 0 0 3,720(*) 279 19 13 175 828 233 590 305 2,442 142 0 32 21 356 4 1,796 78 2,429 0 0 0 57 0 2,363 1 0 2,421(*) 262 33 11 194 746 279 276 305 2,106 442 0 16 8 288 0 718 342 1,814 1,814 0 0 0 0 0 0 0 1,814 0 0 5 148 1 0 1,643 2 1,799(*) 114 8 11 389 269 98 410 95 1,394 0 0 0 0 0 1,255 0 0 1,255 103 2 4 2 31 0 930 81 1,153 55 0 2 103 222 36 594 119 1,131 0 1,066 0 0 0 0 0 0 1,066 0 0 3 0 949 0 0 0 952 0 0 1 0 9 0 922 0 932 57 2 0 95 15 223 280 147 819 0 0 17 145 105 0 447 4 718 2 0 4 0 622 2 2 0 632 128 0 3 264 0 0 137 50 582 477 0 0 0 43 9 4 0 533 0 0 0 0 0 0 0 429 429 36 0 1 27 18 176 60 59 377 2 0 0 0 0 0 0 370 372

  • P. 421

    \

    21 0 0 0 5 3 3 321 353 22 0 0 14 87 0 186 8 317 3 0 0 0 0 0 0 285 288 190 0 0 68 9 0 3 10 280 0 0 0 1 68 157 29 1 256 1 0 1 1 224 0 2 1 230 0 0 0 0 0 0 225 0 225 35 3 8 25 14 29 73 23 210 0 0 4 39 11 0 144 2 200 167 0 0 0 2 0 2 6 177 4 0 0 5 157 3 2 5 176 1 0 0 0 0 0 157 2 160 4 0 0 149 0 0 1 0 154 0 0 0 0 137 4 0 0 141 0 0 0 0 0 0 130 0 130 36 0 0 3 46 0 0 34 119 0 0 0 0 1 0 102 0 103 0 0 0 0 83 0 1 0 84 69 0 0 0 7 0 0 0 76 39 0 0 0 16 0 3 17 75 7 0 0 0 4 0 60 2 73 7 0 0 0 33 30 0 0 70 0 0 1 0 8 0 57 2 68 60 0 0 0 0 0 3 4 67 9 0 0 0 54 0 0 0 63 57 0 0 0 0 0 0 6 63 0 0 0 0 0 0 58 0 58 0 0 3 0 3 0 6 45 57 0 0 0 0 2 0 55 0 57 2 0 0 0 51 2 0 0 55 3 0 4 0 32 2 13 0 54 0 0 0 0 0 52 0 0 52 0 0 0 0 1 0 50 0 51 0 0 0 0 49 0 1 0 50 21 0 3 0 21 0 0 0 45 42 0 0 0 0 0 0 0 42

  • P. 422

    \

    0 0 0 0 38 0 4 0 42 2 0 0 0 23 0 13 4 42 35 0 0 0 0 4 0 0 39 10 0 0 1 3 0 20 4 38 0 0 0 0 9 0 26 0 35 0 0 0 0 34 0 0 0 34 19 0 0 0 6 0 1 7 33 0 0 0 0 0 0 2 30 32 2 0 0 0 25 0 0 0 27 16 0 0 0 2 0 9 0 27 0 0 0 11 3 0 10 3 27 2 0 0 0 23 0 1 0 26 1 0 8 1 16 0 0 0 26 23 0 0 0 0 0 0 0 23 0 0 2 0 12 0 9 0 23 1 0 0 0 22 0 0 0 23 0 0 0 0 22 0 0 0 22 20 0 0 0 0 0 1 0 21 4 0 0 0 15 0 0 1 20 0 0 0 0 0 0 17 0 17 0 0 0 0 16 0 0 0 16 0 0 0 0 12 0 3 0 15 7 0 0 0 0 0 1 7 15 0 0 0 0 8 0 5 0 13 0 0 0 5 0 1 3 2 11 0 0 0 0 5 0 6 0 11 0 0 0 0 3 0 8 0 11 1 0 0 0 2 4 1 3 11 0 0 0 0 0 0 10 0 10 0 0 0 0 7 0 2 0 9 0 0 1 0 0 0 7 0 8 0 0 0 0 0 0 0 8 8 5 0 0 0 3 0 0 0 8 0 0 0 0 3 0 4 0 7 0 0 1 0 0 0 5 0 6 0 0 0 0 6 0 0 0 6

  • P. 423

    \

    0 0 0 0 4 0 0 1 5 0 0 0 0 0 0 2 2 4 0 0 0 0 1 1 0 0 2 0 0 0 0 2 0 0 0 2 0 0 0 0 0 0 0 2 2 0 0 0 0 0 0 1 1 2 0 0 0 0 2 0 0 0 2 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 6,589 1,371 331 8,913 11,247 14,904 21,038 5,180 69,573

    4-14 + - 31.7% 11.8% 43.5% 19.8% 63.5% 14.6% 78.0% 48.9% 4.9% 5.7% 10.6% 0.0%

    4-15

    1 2 / 25 21.9% 86 75.4% 3 2.6% 114 3 37.5% 5 62.5% 0 0.0% 8 5 45.5% 4 36.4% 2 18.2% 11 143 37.9% 218 57.8% 16 4.2% 377 106 41.7% 148 58.3% 0 0.0% 254 26 26.5% 67 68.4% 5 5.1% 98 9 9.5% 82 86.3% 4 4.2% 95 22 32.8% 42 62.7% 3 4.5% 67

    (P )

    (P )

    839 31.3% 1,735 64.8% 105 3.9% 2,679

  • P. 424

    4-11

    4-16 + - 23.2% 4.9% 28.0% 18.3% 70.7% 6.4% 77.1% 64.3% 6.2% 5.3% 11.5% 0.9%

    4-17

    1 2 / 59 22.5% 197 75.2% 6 2.3% 262 10 30.3% 20 60.6% 3 9.1% 33 2 18.2% 7 63.6% 2 18.2% 11 41 21.8% 140 74.5% 7 3.7% 188 151 20.4% 552 74.5% 38 5.1% 741 70 25.2% 201 72.3% 7 2.5% 278 39 17.3% 177 78.7% 9 4.0% 225 60 29.6% 134 66.0% 9 4.4% 203

    (P )

    (P)

    1,622 23.3% 5,106 73.2% 248 3.6% 6,976

  • P. 425

    4-12

    4-18 + - 19.7% 10.0% 29.7% 9.7% 71.1% 12.6% 83.7% 58.5% 9.2% 12.1% 21.3% 0.0%

    4-19

    1 2 / 20 7.2% 250 90.3% 7 2.5% 277 7 36.8% 10 52.6% 2 10.5% 19 1 7.7% 7 53.8% 5 38.5% 13 43 26.2% 117 71.3% 4 2.4% 164 137 16.6% 638 77.5% 48 5.8% 823 59 25.5% 163 70.6% 9 3.9% 231 30 16.0% 147 78.6% 10 5.3% 187 46 21.4% 159 74.0% 10 4.7% 215

    (P )

    (P )

    1,651 20.6% 6,015 74.9% 365 4.5% 8,031

  • P. 426

    4-13

    4-20 + - 47.9% 14.5% 62.4% 33.4% 41.8% 11.2% 53.0% 30.7% 10.3% 10.8% 21.1% 0.0%

    4-21

    1 2 / 630 60.6% 341 32.8% 68 6.5% 1,039 144 62.3% 69 29.9% 18 7.8% 231 41 27.0% 57 37.5% 54 35.5% 152 188 46.9% 198 49.4% 15 3.7% 401 1,786 40.3% 2,530 57.1% 114 2.6% 4,430 152 68.5% 63 28.4% 7 3.2% 222 279 36.6% 409 53.7% 74 9.7% 762 205 40.8% 230 45.8% 67 13.3% 502

    (P )

    (P )

    1,3917 43.1% 16,599 51.5% 1,743 5.4% 32,259

  • P. 427

    4-14

    4-15~ 4-21

    0

    ? ( 4-15)

    90.5%?

    ( 4-15)

    ?

    ( 4-17)

    90.3%?

  • P. 428

    ( 4-21)

    ( 4-19)

    90%

    ( 4-21)

    ( 4-21)

    4-13 4-154-174-19 4-21 P () P

    ()

    (CPABT01M) (B01SEX)(B01DOMCOD)(B01DOMICE) 623,127

    (1) //

    (2)

    * 4-9

  • P. 429

    4-15

    621,454 1,673

    (1)

    (2)

    (3) 300

    4-14 4-17

    4-18 4-19

    621,219 1,908 4-26 4-27 4-204-21

  • P. 430

    ()

    99 7 (http://www.ris.gov.tw/ch4/static/m0s109907.xls) 4-21 4-17

    4-22

    12,062 166,402 38,549 20,269 15,046 61,992 32,759 17,845 21,935 24,175 54,232

    1.94% 26.78% 6.20% 3.26% 2.42% 9.98% 5.27% 2.87% 3.53% 3.89% 8.73%

    78,005 29,499 14,646 14,071 9,548 3,981 5,362 998 78 621,454

    12.55% 4.75% 2.36% 2.26% 1.54% 0.64% 0.86% 0.16% 0.01% 100%

  • P. 431

    4-16

    ()

    4-25 4-18 4-19

    4-23

    237,282 149,577 185,911 38,265 10,341 78 621,454 38.18% 24.07% 29.92% 6.16% 1.66% 0.01% 100.00%

  • P. 432

    4-17 4-18

    99 7 (http://www.ris.gov.tw/ch4/static/m0s109907.xls) 41.35 38.49 34.11 26.96 19.51 4-25

    ()

    4-24

    6,802 76,208 17,397 8,559 8,415 29,203 17,643 10,133 12,695 13,788

    1.095% 12.268% 2.800% 1.378% 1.355% 4.701% 2.840% 1.631% 2.044% 2.220%

    5,258 90,086 21,148 11,695 6,630 32,780 15,113 7,712 9,239 10,382

    0.846% 14.502% 3.404% 1.883% 1.067% 5.277% 2.433% 1.241% 1.487% 1.671%

    12,060 166,294 38,545 20,254 15,045 61,983 32,756 17,845 21,934 24,170

    1.941% 26.769% 6.205% 3.260% 2.422% 9.978% 5.273% 2.873% 3.531% 3.891%

    28,787 41,321 18,456 8,436 8,486 6,028 2,397 3,600 643 34 319,031

    4.634% 6.652% 2.971% 1.358% 1.366% 0.970% 0.386% 0.580% 0.104% 0.005% 51.355%

    25,429 36,658 11,038 6,209 5,572 3,519 1,581 1,762 355 22 302,188

    4.093% 5.901% 1.777% 0.999% 0.897% 0.566% 0.255% 0.284% 0.057% 0.004% 48.645%

    54,216 77,979 29,494 14,645 14,058 9,547 3,978 5,362 998 56 621,219

    8.727% 12.553% 4.748% 2.357% 2.263% 1.537% 0.640% 0.863% 0.161% 0.009% 100%

  • P. 433

    4-25

    6,802 76,208 17,397 8,559 8,415 29,203 17,643 10,133 12,695 13,788 28,787 41,321 18,456 8,436 8,486 6,028 2,397 3,600 643 34

    5,258 90,086 21,148 11,695 6,630 32,780 15,113 7,712 9,239 10,382 25,429 36,658 11,038 6,209 5,572 3,519 1,581 1,762 355 22

    4-19

    4-27 4-20 1

    4-27 4-20 20.51% 34.28%

    4-28 4-21

    30% 20%

  • P. 434

    4-26

    108,966 78,089 102,352 22,950 6,640 34

    45.95% 52.21% 55.07% 60.00% 64.23% 60.71%

    128,187 71,474 83,507 15,300 3,698 22

    54.05% 47.79% 44.93% 40.00% 35.77% 39.29%

    237,153 149,563 185,859 38,249 10,338 56

    100% 100% 100% 100% 100% 100%

    4-20

  • P. 51

    Pemis2K(P2K)(1) (2)

    (1) 8 15

    (2)

    (P )

    ()

    1. 5-1 5-2

    95% 95%

    66%72% 95% 95% 70% 77% 81% 83%

  • P. 52

    69% 75% 78%81% 80% 82% 46% 54%

    47% 52% 20% 31% 32% 39% 28% 36%

    77% 78% 67% 70% 41% 46%

    7% 12% 19% 24% 57% 54% 36% 39%

    Pemis2K

  • P. 53

    5-1 Pemis2K

    66% 95% 70% 81% 69% 78% 80% 46% 47% 18% 32% 28% 77% 67% 41% 7%

    19%

    57% 36%

    5-2 Pemis2K

    72% 95% 77% 83% 75% 81% 82% 54% 52%

  • P. 54

    31% 39% 36% 78% 70% 46% 12% 24% 54% 39%

    ( 5-1)

    5-1

    ( 5-2)

    --

  • P. 55

    5-2

    2. Pemis2K(P2K)

    Pemis2K(P2K) Pemis2K Pemis2K(P2K)

    3.

    (1)

    (2)

    (3)

    --

  • P. 56

    (4)

    (5)

    (6)

    (7)

    (8)

    (1)(2)(3)

    ()

    1.

    (1) 10~14 6~9 1~5

    (2)

  • P. 57

    (3)

    2.

    (1) 6~9 1~5

    (2)

    (3)

    3. Pemis2K(P2K)

    6~9

  • P. 58

    4.

    (1)

    (2)

    (3)

    (4) 10~14 6~9

    (5)

    (6)

  • P. 59

    (7)

    (8)

    ()

    (Evidence Based)

  • P. 510

    1. ((P )

    2. : ((P ))

    [] ((P ))

    10 5 ( 50%)5 ( 50%)

    [] ((P ))

  • P. 511

    3. : ((P ))

    ( 4-15)

    ( 4-17)

    90.3%

    ( 4-19)

    90%

    ( 4-21)

  • P. 512

    4.

    99 7 (http://www.ris.gov.tw/ch4/static/m0s109907.xls) 1 41.35 38.49 34.11 26.96 19.51

    20.51%-- 34.28%

    ()

    1.

    2.

    3.

    4.

    5.

  • P. 513

    6.

    7.

    8.

    9. Q&A

    () ( 5-3)

    5-3

    /

    //

    /

    /

    (Evidence Base)

    N

    AA BB CC

    DD EE

  • P. 514

    ( 5-3)

    A

    B 1~5 5

    1~5

    C///

    D ABC( 5-3)

    ()

    E/ ABCD( 5-3)

    /

    () :

    1.

    2.

    3. (1)

  • P. 515

    (2) vs.(3) vs.(4) (5)

    4. :

    (1)

    (2)

    (3)

    (4)

    5.

    6.

    7.

    MIS

    ()

    1. (1) (2) (3) (4) (5) (6)

    2.

  • P. 516

    3.

    4.

    5. 16

    6. ()

    7.

    8.

    9.

    20

    10.

  • P. 517

    ()

    1.

    2. (hint)

    Q&A

    3.

    4. [] Pemis2K

    5. []

    6.

    7. []

    Pemis2K 50

    8. []

    (1) word

    (2)

    (3)

  • P. 518

    (4)

    9.

    10.

    11. Pemis2K ECPA Pemis2K

    12.

    13. Pemis2K

    14.

    15. []

    (1)

    (3)

    18%

    (4)

    16. (1)

    17. [] ECPA 2

    18.

    19.

    20.

  • P. 519

    21. [ECPA ] ECPA

    22. []

    (1) (e-portfolio)

    (2)

    (3)

    (4)

  • P. 61

    1. (1994) 95 2. (2009)(Pemis2K)

    http://www.penghu.gov.tw/files/200910261907(1).doc 3. (2001) 47 4. (2006 47 5. (2002)

    223-237 6. (2002) 7. (2002) 34

    5 29-31 8. (2003)2 9. (2003)2(2)

    38-49 10. (2008)

    47 11. (2007) 12. (2002)--

    / 13. (2005) 14. (2009) 279 15. Chen, Ming-Syan, Han, Jiawei, and Yu, P.S. (1996). Data mining An overview

    from a database perspective. IEEE Transactions on Knowledge and Data Engineering, (8)6, pp. 866~883.

    16. Fayyad, U., Gregory, Piatetsky-Shapiro, and Smyth, P., Nov. (1996). The KDD Process for Extracting Useful Knowledge from Volumes of Data. Communications of the ACM, 39(11), pp. 27-34.

    17. Marche, Sunny and McNiven, James D. (2009). E-Government and E-Governance The Future Isn't What It Used To Be. Canadian Journal of Administrative Sciences, 20(1), pp.74 86.

    18. McLagan, P.A. (1989). Models for HRD practice. Training & Development Journal, 43(9), pp. 49 ~ 59.

    19. Mondy, R.W., R.M., & Premeaux, S.R. (1993). Human resource management. Singapore Aliyn an Bacon.

    20. Stewart, D.W., & Shamdasani, P.N. (1990). Focus Groups Theory and Practice. Newbury Park, Calif Sage.

    21. Susan, E.J. and Schuler, R.S. (2000). Managing human resourcesA partnership perspective. SouthWestern College Publishing.

  • P. 62

    22. Tan, P. N., Steinbach, M., and Kumar, V. (2006). Introduction to Data Mining. Person International Edition.

  • -

    1-1

    ()

    1.

    2.

    3.

    4. (1)

    (2)(3) 5. (1)

    (2)(3)

    6.

    1.

    2.

    3.

    4.

    3 (1)(2) 9 (3) 12

    5.

  • -

    1-2

    1.

    2.

    (1)(2) 3.

    4.

    (1)(2)(3)

    5. (e-portfolio)

    1.

    2. (1)(2)

    3.

    4. (1)

    (2)

    5. (1) MIS (2)

    1. Pemis2K

    2. ()()

    3. Pemis2K

  • -

    1-3

    4.

    5. ECPA 2

    ?

    1. Pemis2K

    2.

    3.

    4.

    5.

    ()

    1.

    2.

    1.

    2.

  • -

    1-4

    1. 60% Pemis2K Pemis2K

    2.

    1.

    Pemis2K 2. Pemis2K

    mail 3. Pemis2K

    4.

    1.

    2. Pemis2K

    3.

    1. (1)(2)(3)

    2. (1)(2) Pemis2k (3)(4)

  • -

    1-5

    1. 2.

    1. e

    2.

    18% 3. web

    1. Pemis2K key in

    2.

    3. Pemis2K

    ()

    1.

    Pemis2K 2.

    3.

    4.

  • -

    1-6

    --

    99 6 4 2

    11

    :

    ()

    ()

    1.

    2.

    3.

    () :

  • -

    1-7

    () :

    1.

    2.

    3.

    () :

    1.

    2.

    3.

    () :

    1.

    2.

    3.

    4.

  • -

    1-8

    --

    99 6 14

    9 30 10 10

    :

    ()

    ()

    ()

  • -

    1-9

    () 3

    1.

    2. 9

    3. 12

  • -

    1-10

    --

    99 6 04

    9 30 10 10

    :

    1.

    2.

  • -

    1-11

    1.

    2.

    3.

    (e-portfolio)

    1.

    2. ()

    3.

    4.

    5. ()

  • -

    1-12

    --

    99 6 04

    10 30 11 10

    ()

    O.K

    ()

    1. ()

    2.

  • -

    1-13

    ()

    ()

    1.

    2.

    ()

    1. MIS

    2.

    1.

    2.

    3.

    4.

  • -

    1-14

    --

    99 9 27

    10 ~ 12

    1. Pemis2K

    2.

    3. ()()

    4. Pemis2K :

    ()

    5.

    6. Pemis2K

  • -

    1-15

    7.

    8.

    9.

    Q&A

    10. Pemis2K :

    (1) Pemis2K

    (2) i.

    ii.

    iii. Pemis2K 50

    (3) Pemis2K

    ECPA Pemis2K

    (4) 10

    (5) ECPA 2 ?

  • -

    1-16

    Pemis2K

  • -

    1-17

    --

    99 9 27

    3 ~ 4

    :

    1. Pemis2K () ECPA

    2. Pemis2K :

    (1)

    (2)

    (3) Pemis2K

    (4) Pemis2K

    Pemis2K

  • -

    1-18

    (5) Pemis2K ()

    (6)

    3.

    (1)

    (2) e-mail

    4.

    (1)

    (2) Excel Word

    Excel Word

    5.

    6.

  • -

    1-19

    7.

    (1)

    (2)

    Pemis2K

    ()

  • -

    1-20

    --

    99 6 07

    10 00 12 00

    ()

    1.

    2.

    3.

  • -

    1-21

    4.

    5.

    ()

    1.

    (web)

    ftp

    2.

    3. Pemis2K

    ()

    1. 60% Pemis2K

    Pemis2K

    2.

    (hint) web

    3.

    ()

    1.

    2.

    3. Pemis2k

  • -

    1-22

    4.

    5. Pemis2K

    6.

    ()

    1.

    Pemis2K

    2. Pemis2K mail

    3. Pemis2K

    4.

    5. Pemis2K

    6. ECPA ECPA

    1. Pemis2K

    2.

    3. ()

  • -

    1-23

    4.

    5.

    6.

  • -

    1-24

    --

    99 5 31

    2:00~4:00

    2

    ()

    1.

    2.

    3.

    4.

    5. ECPA

    6.

    7. ECPA

  • -

    1-25

    1.

    2. Pemis2K

    3. Pemis2K

    4.

    Pemis2K

    () ()

    ()

    ()

    ()

  • -

    1-26

    5.

    6.

    7.

    8.

    9.

    E-mail

    (04)22510983 750

    (04)22245200 603 [email protected]

    (04)22289111 2242 [email protected]

  • -

    1-27

    --

    99 7 16

    2 3

    ()

    1. word

    2.

    3.

    4.

    5.

  • -

    1-28

    6.

    ()

    ()

    1. e ... e

    2.

    3. 18%

    4. web

    ()

    1. Pemis2K key in

    2.

    3.

    O.K.

    4.

    5. key in

  • -

    1-29

    6. Pemis2K

    7.

    ()

    ()

    1.

    2.

    3. SOP SOP

    ()

    4.

    5.

    6.

    P2K

  • -

    1-30

    key in

    7.

    web

  • -

    1-31

    --

    99 9 27

    5:00 ~ 6:00

    9

    :

    1. 9

    2.

    Pemis2K Pemis2K

    3.

    4.

    5. e

  • -

    1-32

    e

    6.

    Q&A

    7.

    Pemis2K

  • -

    2-1

    ()

    1.

    1

    1~5 6~9 10~14

    1~5 5.3%

    12.7% 27.3%

    18.3% 36.4%6~9

    4.7% 11.1% 23.3%

    20.3% 40.7%10~14

    7.7% 17.3% 30.8%

    19.2% 25.0%

    6.3% 10.8% 29.7%

    16.2% 36.9%

    1

    P

    1 ~ 5

    53

    (5.3%)

    127

    (12.7%)

    274

    (27.3%)

    183

    (18.3%)

    365

    (36.4%)

    1,002

    . 0 4 2 *

    6 ~ 9

    161

    (4.7%)

    382

    (11.1%)

    804

    (23.3%)

    699

    (20.3%)

    1,405

    (40.7%)

    3,451

    10~14

    4

    (7.7%)

    9

    (17.3%)

    16

    (30.8%)

    10

    (19.2%)

    13

    (25.0%)

    52

    7 (6.3%)

    12

    (10.8%)

    33

    (29.7%)

    18

    (16.2%)

    41

    (36.9%)

    111

    :( )

  • -

    2-2

    2.

    2

    6~9 1~5 10~14

    1~5

    58.0% 24.1% 13.1%

    2.6% 2.1%6~9

    58.3% 24.8% 13.1%

    2.2% 1.6%10~14

    17.7% 36.7% 32.9%

    6.3% 6.3%

    39.1% 34.3% 20.0%

    4.3% 2.2%

    2

    P

    1 ~ 5

    945

    (58.0%)

    393

    (24.1%)

    214

    (13.1%)

    42

    (2.6%)

    34

    (2.1%)

    1,628

    . 0 0 0 *

    6 ~ 9

    2,751

    (58.3%)

    1,169

    (24.8%)

    616

    (13.1%)

    105

    (2.2%)

    77

    (1.6%)

    4,718

    10~14

    14

    (17.7%)

    29

    (36.7%)

    26

    (32.9%)

    5

    (6.3%)

    5

    (6.3%)

    79

    90 (39.1%)

    79

    (34.3%)

    46

    (20.0%)

    10

    (4.3%)

    5

    (2.2%)

    230

    :( )

    3.

    3

    1~5

    6.5% 20.2%

    38.2% 20.1% 14.9%6~9

    7.0% 17.2%

    35.2% 22.8% 17.8%10~14

  • -

    2-3

    2.0% 20.0%

    38.0% 30.0% 10.0%

    6.9% 17.6%

    36.6% 19.1% 19.8%

    3

    P

    1 ~ 5

    79

    (6.5%)

    245

    (20.2%)

    463

    (38.2%)

    244

    (20.1%)

    180

    (14.9%)

    1,211

    . 0 6 1

    6 ~ 9

    250

    (7.0%)

    613

    (17.2%)

    1,253

    (35.2%)

    810

    (22.8%)

    632

    (17.8%)

    3,558

    10~14

    1

    (2.0%)

    10

    (20.0%)

    19

    (38.0%)

    15

    (30.0%)

    5

    (10.0%)

    50

    9 (6.9%)

    23

    (17.6%)

    48

    (36.6%)

    25

    (19.1%)

    26

    (19.8%)

    131

    :( )

    4.

    4

    1~5

    9.3%21.0%60.4%

    5.0%4.4%6~9

    8.1%22.1%60.8%

    5.2%3.7%10~14

    5.6%27.8%51.9%

    9.3%5.6%

    8.3%22.3%56.3%

    7.3%5.8%

  • -

    2-4

    4

    P

    1 ~ 5

    128

    (9.3%)

    288

    (21.0%)

    829

    (60.4%)

    68

    (5.0%)

    60

    (4.4%)

    1,373

    . 4 5 3

    6 ~ 9

    329

    (8.1%)

    896

    (22.1%)

    2,462

    (60.8%)

    210

    (5.2%)

    151

    (3.7%)

    4,048

    10~14

    3

    (5.6%)

    15

    (27.8%)

    28

    (51.9%)

    5

    (9.3%)

    3

    (5.6%)

    54

    17 (8.3%)

    46

    (22.3%)

    116

    (56.3%)

    15

    (7.3%)

    12

    (5.8%)

    206

    :( )

    5.

    5

    1~56~910~14

    1~510.6%

    21.6%30.5%18.6%

    18.8%6~98.6%

    20.3%30.6%20.9%

    19.5%10~147.1%

    50.0%21.4%

    16.7%7.2%13.4%

    34.0%10.3%35.1%

  • -

    2-5

    5

    P

    1 ~ 5

    116

    (10.6%)

    237

    (21.6%)

    335

    (30.5%)

    204

    (18.6%)

    206

    (18.8%)

    1,098

    . 0 0 0 *

    6 ~ 9

    313

    (8.6%)

    737

    (20.3%)

    1,109

    (30.6%)

    759

    (20.9%)

    708

    (19.5%)

    3,626

    10~14

    2

    (4.8%)

    3

    (7.1%)

    21

    (50.0%)

    9

    (21.4%)

    7

    (16.7%)

    42

    7 (7.2%)

    13

    (13.4%)

    33

    (34.0%)

    10

    (10.3%)

    34

    (35.1%)

    97

    :( )

    6.

    6

    6~91~510~14

    1~514.3%

    30.3%36.1%14.9%

    4.5%6~914.0%

    34.9%36.3%11.4%

    3.5%10~142.2%

    4.3%52.2%28.3%

    13.0%7.3%

    29.8%31.1%23.8%

    7.9%

  • -

    2-6

    6

    P

    1 ~ 5

    182

    (14.3%)

    386

    (30.3%)

    461

    (36.1%)

    190

    (14.9%)

    57

    (4.5%)

    1,276

    . 0 0 0 *

    6 ~ 9

    560

    (14.0%)

    1,397

    (34.9%)

    1,454

    (36.3%)

    455

    (11.4%)

    141

    (3.5%)

    4,007

    10~14

    1

    (2.2%)

    2

    (4.3%)

    24

    (52.2%)

    13

    (28.3%)

    6

    (13.0%)

    46

    11 (7.3%)

    45

    (29.8%)

    47

    (31.1%)

    36

    (23.8%)

    12

    (7.9%)

    151

    :( )

    7.

    7

    1~56~910~14

    1~53.7%

    4.1%10.1%24.8%

    57.2%6~93.3%

    5.1%8.2%23.2%

    60.1%10~146.5%

    23.9%17.4%52.2%

    1.8%8.3%

    7.7%16.0%66.3%

  • -

    2-7

    7

    P

    1 ~ 5

    48

    (3.7%)

    53

    (4.1%)

    130

    (10.1%)

    320

    (24.8%)

    737

    (57.2%)

    1,288

    . 0 0 1 *

    6 ~ 9

    135

    (3.3%)

    211

    (5.1%)

    337

    (8.2%)

    953

    (23.2%)

    2,467

    (60.1%)

    4,103

    10~14

    0

    (0.0%)

    3

    (6.5%)

    11

    (23.9%)

    8

    (17.4%)

    24

    (52.2%)

    46

    3 (1.8%)

    14

    (8.3%)

    13

    (7.7%)

    27

    (16.0%)

    112

    (66.3%)

    169

    :( )

    8.

    8

    1~5

    52.8%14.7%15.4%

    5.7%11.5%6~9

    49.1%15.7%15.1%

    7.3%12.8%10~14

    40.6%9.4%28.1%

    12.5%9.4%

    47.6%19.5%20.7%

    4.9%7.3%

  • -

    2-8

    8

    P

    1 ~ 5

    419

    (52.8%)

    117

    (14.7%)

    122

    (15.4%)

    45

    (5.7%)

    91

    (11.5%)

    794

    . 1 7 6

    6 ~ 9

    1,147

    (49.1%)

    366

    (15.7%)

    352

    (15.1%)

    171

    (7.3%)

    299

    (12.8%)

    2,335

    10~14

    13

    (40.6%)

    3

    (9.4%)

    9

    (28.1%)

    4

    (12.5%)

    3

    (9.4%)

    32

    39 (47.6%)

    16

    (19.5%)

    17

    (20.7%)

    4

    (4.9%)

    6

    (7.3%)

    82

    :( )

    9.

    9

    1~56~910~14

    1~55.3%

    8.2%30.3%25.5%

    30.7%6~93.0%

    6.2%24.7%30.6%

    35.6%10~146.7%

    36.7%30.0%16.7%

    3.9%10.5%

    26.3%22.4%36.8%

  • -

    2-9

    9

    P

    1 ~ 5

    39

    (5.3%)

    60

    (8.2%)

    221

    (30.3%)

    186

    (25.5%)

    224

    (30.7%)

    730

    . 0 0 0 *

    6 ~ 9

    73

    (3.0%)

    151

    (6.2%)

    603

    (24.7%)

    748

    (30.6%)

    870

    (35.6%)

    2,445

    10~14

    3

    (10.0%)

    2

    (6.7%)

    11

    (36.7%)

    9

    (30.0%)

    5

    (16.7%)

    30

    3 (3.9%)

    8

    (10.5%)

    20

    (26.3%)

    17

    (22.4%)

    28

    (36.8%)

    76

    :( )

    10. 10

    1~5

    5.4%11.1%25.0%

    21.8%36.8%6~9

    5.5%8.8%21.9%

    21.6%42.3%10~14

    14.3%19.0%42.9%

    23.8%11.1%

    22.2%29.6%14.8%

    22.2%

    10

    P

    1 ~ 5

    15

    (5.4%)

    31

    (11.1%)

    70

    (25.0%)

    61

    (21.8%)

    103

    (36.8%)

    280

    . 0 5 2

    6 ~ 9

    53

    (5.5%)

    85

    (8.8%)

    212

    (21.9%)

    210

    (21.6%)

    410

    (42.3%)

    970

    10~14

    0

    (0.0%)

    3

    (14.3%)

    4

    (19.0%)

    9

    (42.9%)

    5

    (23.8%)

    21

    3 (11.1%)

    6

    (22.2%)

    8

    (29.6%)

    4

    (14.8%)

    6

    (22.2%)

    27

    :( )

  • -

    2-10

    11. 11

    1~5

    8.3%14.3%55.8%

    8.9%12.7%6~9

    6.3%13.9%54.5%

    10.0%15.3%10~14

    14.3%57.1%10.7%

    10.7%10.6%

    10.6%53.0%6.1%

    19.7%

    11

    P

    1 ~ 5

    42

    (8.3%)

    72

    (14.3%)

    282

    (55.8%)

    45

    (8.9%)

    64

    (12.7%)

    505

    . 7 1 7

    6 ~ 9

    104

    (6.3%)

    227

    (13.9%)

    893

    (54.5%)

    164

    (10.0%)

    250

    (15.3%)

    1,638

    10~14

    2

    (7.1%)

    4

    (14.3%)

    16

    (57.1%)

    3

    (10.7%)

    3

    (10.7%)

    28

    7 (10.6%)

    7

    (10.6%)

    35

    (53.0%)

    4

    (6.1%)

    13

    (19.7%)

    66

    :( )

    12.

    12

    1~5

    10.9%16.2%48.7%

    8.0%16.2%6~9

    7.3%15.2%49.2%

    11.9%16.4%10~14

    7.4%11.1%59.3%

    11.1%11.1%

    13.0%16.7%44.4%

    7.4%

  • -

    2-11

    12

    P

    1 ~ 5

    49

    (10.9%)

    73

    (16.2%)

    219

    (48.7%)

    36

    (8.0%)

    73

    (16.2%)

    450

    . 2 7 8

    6 ~ 9

    106

    (7.3%)

    221

    (15.2%)

    716

    (49.2%)

    173

    (11.9%)

    239

    (16.4%)

    1,455

    10~14

    2

    (7.4%)

    3

    (11.1%)

    16

    (59.3%)

    3

    (11.1%)

    3

    (11.1%)

    27

    7 (13.0%)

    9

    (16.7%)

    24

    (44.4%)

    4

    (7.4%)

    10

    (18.5%)

    54

    :( )

    13.

    13

    1~56~910~14

    1~57.3%

    15.7%66.7%7.1%

    3.1%6~96.2%

    17.3%66.2%6.1%

    4.1%10~1417.6%

    56.9%15.7%9.8%

    8.0%15.3%

    69.3%5.1%2.3%

  • -

    2-12

    13

    P

    1 ~ 5

    95

    (7.3%)

    205

    (15.7%)

    868

    (66.7%)

    93

    (7.1%)

    41

    (3.1%)

    1,302

    . 0 1 3 *

    6 ~ 9

    240

    (6.2%)

    668

    (17.3%)

    2,555

    (66.2%)

    237

    (6.1%)

    160

    (4.1%)

    3,860

    10~14

    0

    (0.0%)

    9

    (17.6%)

    29

    (56.9%)

    8

    (15.7%)

    5

    (9.8%)

    51

    14 (8.0%)

    27

    (15.3%)

    122

    (69.3%)

    9

    (5.1%)

    4

    (2.3%)

    176

    :( )

    14.

    14

    1~5

    7.1%10.7%25.4%

    34.7%22.2%6~9

    4.5%9.4%25.7%

    37.2%23.2%10~14

    7.1%28.6%40.5%

    23.8%7.0%

    10.9%25.0%30.5%

    26.6%

  • -

    2-13

    14

    P

    1 ~ 5

    77

    (7.1%)

    117

    (10.7%)

    277

    (25.4%)

    379

    (34.7%)

    242

    (22.2%)

    1,092

    . 0 6 3

    6 ~ 9

    154

    (4.5%)

    326

    (9.4%)

    890

    (25.7%)

    1,287

    (37.2%)

    801

    (23.2%)

    3,458

    10~14

    0

    (0.0%)

    3

    (7.1%)

    12

    (28.6%)

    17

    (40.5%)

    10

    (23.8%)

    42

    9 (7.0%)

    14

    (10.9%)

    32

    (25.0%)

    39

    (30.5%)

    34

    (26.6%)

    128

    :( )

    15. 15

    1~56~910~14

    1~53.9%

    11.5%26.8%26.6%

    31.2%6~92.9%

    7.9%22.1%27.3%

    39.8%10~1429.6%

    33.3%25.9%

    3.7%13.6%29.6%

    23.5%29.6%

    15

    P

    1 ~ 5

    27

    (3.9%)

    80

    (11.5%)

    187

    (26.8%)

    186

    (26.6%)

    218

    (31.2%)

    698

    . 0 0 1 *

    6 ~ 9

    60

    (2.9%)

    164

    (7.9%)

    459

    (22.1%)

    567

    (27.3%)

    826

    (39.8%)

    2,076

    10~14

    0

    (0.0%)

    3

    (11.1%)

    8

    (29.6%)

    9

    (33.3%)

    7

    (25.9%)

    27

    3 (3.7%)

    11

    (13.6%)

    24

    (29.6%)

    19

    (23.5%)

    24

    (29.6%)

    81

    :( )

  • -

    2-14

    16.

    16

    1~5

    9.8%12.7%

    30.4%22.5%24.5%6~9

    6.6%16.6%

    21.8%18.0%37.0%10~14

    25.0%37.5

    12.5%12.5%

    18.8%18.8%37.5%

    16

    P

    1 ~ 5

    10

    (9.8%)

    13

    (12.7%)

    31

    (30.4%)

    23

    (22.5%)

    25

    (24.5%)

    102

    . 5 7 1

    6 ~ 9

    24

    (6.6%)

    60

    (16.6%)

    79

    (21.8%)

    65

    (18.0%)

    134

    (37.0%)

    362

    10~14

    0

    (0.0%)

    1

    (12.5%)

    2

    (25.0%)

    2

    (25.0%)

    3

    (37.5%)

    8

    2 (12.5%)

    2

    (12.5%)

    3

    (18.8%)

    3

    (18.8%)

    6

    (37.5%)

    16

    :( )

    17.

    17

    1~5

    5.2%10.4%

    23.6%18.4%42.4%6~9

    4.1%8.5%

    18.5%22.6%46.3%10~14

    55.6%

    16.012.0%28.0%

    16.0%28.0%

  • -

    2-15

    17

    P

    1 ~ 5

    13

    (5.2%)

    26

    (10.4%)

    59

    (23.6%)

    46

    (18.4%)

    106

    (42.4%)

    250

    . 1 0 8

    6 ~ 9

    45

    (4.1%)

    92

    (8.5%)

    201

    (18.5%)

    246

    (22.6%)

    504

    (46.3%)

    1,088

    10~14

    0

    (0.0%)

    1

    (11.1%)

    2

    (22.2%)

    1

    (11.1%)

    5

    (55.6%)

    9

    4 (16.0%)

    3

    (12.0%)

    7

    (28.0%)

    4

    (16.0%)

    7

    (28.0%)

    25

    :( )

    18.

    18

    1~5

    4.1%7.1%24.2%

    24.3%40.3%6~9

    2.8%8.1%22.9%

    24.8%41.3%10~14

    20.7%20.7%

    51.7%5.4%8.0%

    25.9%17.0%

    43.8%

  • -

    2-16

    18

    P

    1 ~ 5

    37

    (4.1%)

    65

    (7.1%)

    221

    (24.2%)

    222

    (24.3%)

    368

    (40.3%)

    913

    . 4 6 9

    6 ~ 9

    84

    (2.8%)

    239

    (8.1%)

    676

    (22.9%)

    733

    (24.8%)

    1,221

    (41.3%)

    2,953

    10~14

    0

    (0.0%)

    2

    (6.9%)

    6

    (20.7%)

    6

    (20.7%)

    15

    (51.7%)

    29

    6 (5.4%)

    9

    (8.0%)

    29

    (25.9%)

    19

    (17.0%)

    49

    (43.8%)

    112

    :( )

    19. 19

    1~5

    4.1%6.9%24.6%

    23.7%40.8%6~9

    2.7%8.4%22.2%

    25.2%41.5%10~14

    32.0%20.0%

    44.0%5.4%7.5%

    14.0%28.0%

    45.2%

    19

    P

    1 ~ 5

    25

    (4.1%)

    42

    (6.9%)

    151

    (24.6%)

    145

    (23.7%)

    250

    (40.8%)

    613

    . 3 2 0

    6 ~ 9

    48

    (2.7%)

    149

    (8.4%)

    395

    (22.2%)

    448

    (25.2%)

    738

    (41.5%)

    1,778

    10~14

    0

    (0.0%)

    1

    (4.0%)

    8

    (32.0%)

    5

    (20.0%)

    11

    (44.0%)

    25

    5 (5.4%)

    7

    (7.5%)

    13

    (14.0%)

    26

    (28.0%)

    42

    (45.2%)

    93

    :( )

  • -

    2-17

    ()

    1.

    1

    5.9%10.3%23.2%

    21.7%38.9%

    2.9%13.8%26.8%

    15.9%40.7%

    1

    P

    179

    (5.9%)

    315

    (10.3%)

    709

    (23.2%)

    662

    (21.7%)

    1,189

    (38.9%)

    3,054

    . 9 9 5

    46

    (2.9%)

    215

    (13.8%)

    418

    (26.8%)

    248

    (15.9%)

    635

    (40.7%)

    1,562

    :( )

    2.

    2

    70.1%18.8%

    7.6%2.1%1.3%

    32.0%37.1%

    25.0%3.1%2.8%

    2

    P

    3,074

    (70.1%)

    826

    (18.8%)

    334

    (7.6%)

    92

    (2.1%)

    57

    (1.3%)

    4,383

    . 0 0 0 *

    726

    (32.0%)

    844

    (37.1%)

    568

    (25.0%)

    70

    (3.1%)

    64

    (2.8%)

    2,272

    :( )

  • -

    2-18

    3.

    3

    8.4%19.2%

    35.1%23.1%14.2%

    3.3%15.1%

    38.1%19.8%23.6%

    3

    P

    290

    (8.4%)

    668

    (19.2%)

    1220

    (35.1%)

    801

    (23.1%)

    494

    (14.2%)

    3,473

    . 0 0 0 *

    49

    (3.3%)

    223

    (15.1%)

    563

    (38.1%)

    293

    (19.8%)

    349

    (23.6%)

    1,477

    :( )

    4.

    4

    11.6%26.3%

    54.4%4.3%3.4%

    3.1%14.8%

    70.3%6.8%5.0%

    4

    P

    410

    (11.6%)

    925

    (26.3%)

    1,917

    (54.4%)

    151

    (4.3%)

    119

    (3.4%)

    3,522

    . 0 0 0 *

    67

    (3.1%)

    320

    (14.8%)

    1,518

    (70.3%)

    147

    (6.8%)

    107

    (5.0%)

    2,159

    :( )

  • -

    2-19

    5.

    5

    12.4%24.3%

    31.2%19.0%13.2%

    2.4%12.7%

    30.1%22.6%32.2%

    5

    P

    399

    (12.4%)

    781

    (24.3%)

    1,003

    (31.2%)

    611

    (19.0%)

    425

    (13.2%)

    3,219

    . 0 0 0 *

    39

    (2.4%)

    209

    (12.7%)

    495

    (30.1%)

    371

    (22.6%)

    530

    (32.2%)

    1,644

    :( )

    6.

    6

    17.8%34.8%

    33.7%10.6%3.2%

    7.1%31.1%

    40.4%16.1%5.2%

    6

    P

    606

    (17.8%)

    1,185

    (34.8%)

    1,149

    (33.7%)

    360

    (10.6%)

    109

    (3.2%)

    3,409

    . 0 0 0 *

    148

    (7.1%)

    645

    (31.1%)

    837

    (40.4%)

    334

    (16.1%)

    107

    (5.2%)

    2,071

    :( )

  • -

    2-20

    7.

    7

    4.6%5.8%

    9.4%26.2%54.0%

    1.3%3.7%7.8%

    18.6%68.6%

    7

    P

    158

    (4.6%)

    202

    (5.8%)

    325

    (9.4%)

    910

    (26.2%)

    1,872

    (54.0%)

    3,467

    . 0 0 0 *

    28

    (1.3%)

    79

    (3.7%)

    166

    (7.8%)

    398

    (18.6%)

    1,468

    (68.6%)

    2,139

    :( )

    8.

    8

    58.2%14.4%

    11.3%6.1%10.0%

    32.7%17.7%

    23.9%8.5%17.2%

    8

    P

    1,274

    (58.2%)

    316

    (14.4%)

    248

    (11.3%)

    134

    (6.1%)

    218

    (10.0%)

    2,190

    . 0 0 0 *

    344

    (32.7%)

    186

    (17.7%)

    252

    (23.9%)

    90

    (8.5%)

    181

    (17.2%)

    1,053

    :( )

  • -

    2-21

    9.

    9

    4.0%6.6%26.7%

    31.1%31.6%

    2.3%7.4%23.8%

    23.0%43.5%

    9

    P

    101

    (4.0%)

    166

    (6.6%)

    677

    (26.7%)

    788

    (31.1%)

    802

    (31.6%)

    2,534

    . 0 0 0 *

    17

    (2.3%)

    55

    (7.4%)

    178

    (23.8%)

    172

    (23.0%)

    325

    (43.5%)

    747

    :( )

    10.

    10

    6.4%8.8%20.3%

    22.9%41.7%

    2.9%11.9%29.3%

    19.1%36.8%

    10

    P

    61

    (6.4%)

    84

    (8.8%)

    193

    (20.3%)

    218

    (22.9%)

    397

    (41.7%)

    953

    . 2 1 3

    10

    (2.9%)

    41

    (11.9%)

    101

    (29.3%)

    66

    (19.1%)

    127

    (36.8%)

    345

    :( )

  • -

    2-22

    11.

    11

    8.9%15.4%

    51.5%9.7%14.5%

    3.3%11.0%

    60.8%9.6%15.3%

    11

    P

    129

    (8.9%)

    224

    (15.4%)

    749

    (51.5%)

    141

    (9.7%)

    210

    (14.5%)

    1,453

    . 0 0 0 *

    26

    (3.3%)

    86

    (11.0%)

    477

    (60.8%)

    75

    (9.6%)

    120

    (15.3%)

    784

    :( )

    12.

    12

    10.4%17.6%

    46.7%10.4%14.8%

    3.9%11.0%

    53.8%11.8%19.5%

    12

    P

    138

    (10.4%)

    233

    (17.6%)

    618

    (46.7%)

    138

    (10.4%)

    196

    (14.8%)

    1,323

    . 0 0 0 *

    26

    (3.9%)

    73

    (11.0%)

    357

    (53.8%)

    78

    (11.8%)

    129

    (19.5%)

    663

    :( )

  • -

    2-23

    13.

    13

    8.5%19.8%

    59.8%7.6%4.2%

    3.4%12.3%

    76.4%4.6%3.4%

    13

    P

    278

    (8.5%)

    650

    (19.8%)

    1,958

    (59.8%)

    250

    (7.6%)

    139

    (4.2%)

    3,275

    . 0 0 0 *

    71

    (3.4%)

    259

    (12.3%)

    1,616

    (76.4%)

    97

    (4.6%)

    71

    (3.4%)

    2,114

    :( )

    14.

    14

    6.5%11.7%

    26.4%38.4%17.1%

    2.1%5.6%

    24.2%32.5%35.6%

    14

    P

    208

    (6.5%)

    375

    (11.7%)

    845

    (26.4%)

    1,230

    (38.4%)

    547

    (17.1%)

    3,205

    . 0 0 0 *

    32

    (2.1%)

    85

    (5.6%)

    366

    (24.2%)

    492

    (32.5%)

    540

    (35.6%)

    1,515

    :( )

  • -

    2-24

    15.

    15

    3.7%9.5%

    25.6%28.4%32.8%

    1.2%7.0%

    16.4%22.7%52.7%

    15

    P

    82

    (3.7%)

    212

    (9.5%)

    571

    (25.6%)

    633

    (28.4%)

    731

    (32.8%)

    2,229

    . 0 0 0 *

    8

    (1.2%)

    46

    (7.0%)

    107

    (16.4%)

    148

    (22.7%)

    344

    (52.7%)

    653

    :( )

    16.

    16

    7.9%16.8%

    23.8%18.2%33.2%

    6.1%12.8%

    23.0%20.9%37.2%

    16

    P

    27

    (7.9%)

    57

    (16.8%)

    81

    (23.8%)

    62

    (18.2%)

    113

    (33.2%)

    340

    . 6 6 3

    9

    (6.1%)

    19

    (12.8%)

    34

    (23.0%)

    31

    (20.9%)

    55

    (37.2%)

    148

    :( )

  • -

    2-25

    17.

    17

    4.8%8.9%

    20.2%22.6%43.5%

    3.7%9.0%

    18.2%19.4%49.8%

    17

    P

    47

    (4.8%)

    86

    (8.9%)

    196

    (20.2%)

    219

    (22.6%)

    422

    (43.5%)

    970

    . 2 7 1

    15

    (3.7%)

    36

    (9.0%)

    73

    (18.2%)

    78

    (19.4%)

    200

    (49.8%)

    402

    :( )

    18.

    18

    3.7%8.4%

    23.4%26.4%38.1%

    2.1%6.7%

    23.0%20.4%47.8%

    18

    P

    100

    (3.7%)

    229

    (8.4%)

    634

    (23.4%)

    716

    (26.4%)

    1,035

    (38.1%)

    2,714

    . 0 0 0 *

    27

    (2.1%)

    86

    (6.7%)

    298

    (23.0%)

    264

    (20.4%)

    618

    (47.8%)

    1,293

    :( )

  • -

    2-26

    19.

    19

    3.5%8.4%

    22.5%24.2%41.4%

    2.4%7.1%

    22.8%26.0%41.7%

    19

    P

    56

    (3.5%)

    135

    (8.4%)

    361

    (22.5%)

    389

    (24.2%)

    664

    (41.4%)

    1,605

    . 3 9 0

    22

    (2.4%)

    64

    (7.1%)

    206

    (22.8%)

    235

    (26.0%)

    377

    (41.7%)

    904

    :( )

    ()

    1.

    1

    ()

    5.7%

    12.8%26.6%20.4%

    34.6%()4.6%

    11.0%23.6%19.5%

    41.3%

  • -

    2-27

    1

    P

    70

    (5.7%)

    157

    (12.8%)

    327

    (26.6%)

    251

    (20.4%)

    426

    (34.6%)

    1,231

    . 0 0 1 *

    ( )

    155

    (4.6%)

    373

    (11.0%)

    800

    (23.6%)

    659

    (19.5%)

    1,398

    (41.3%)

    3,385

    :( )

    2.

    2

    ()

    58.1%

    23.9%12.6%3.1%

    2.2%()56.7%

    25.6%13.9%2.2%

    1.6%

    2

    P

    1,145

    (58.1%)

    471

    (23.9%)

    249

    (12.6%)

    61

    (3.1%)

    44

    (2.2%)

    1,970

    . 0 2 1 * (

    )

    2,655

    (56.7%)

    1,199

    (25.6%)

    653

    (13.9%)

    101

    (2.2%)

    77

    (1.6%)

    4,685

    :( )

  • -

    2-28

    3.

    3

    7.5%18.8%

    35.1%23.6%15.1%(

    )6.6%17.7%

    36.4%21.5%17.8%

    3

    P

    107

    (7.5%)

    269

    (18.8%)

    503

    (35.1%)

    339

    (23.6%)

    216

    (15.1%)

    1,434

    . 0 6 1 ( )

    232

    (6.6%)

    622

    (17.7%)

    1,280

    (36.4%)