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PETA SEBARAN POTENSI TAMBANG DI INDONESIA
Peta Persebaran hasil tambang di Indonesia
Daerah sebaran penambangan batu bara
Daerah sebaran penambangan bauksit
70
71
Potensi dan sebaran pasir besi di Indonesia
Potensi dan sebaran emas di Indonesia
Sebaran potensi timah di Indonesia
72
Sebaran potensi tembaga di Indonesia
Sebaran potensi nikel di Indonesia
Sebaran potensi aspal di Indonesia
73
PENELITIAN TERDAHULU
No
Nama Peneliti
Judul Penelitian The Impact of News, Oil Prices, and Global Market Developments on Russian Financial Markets
1
Bernd Hayo dan Ali M Kutan (2004)
2
Lutz Kilian dan Cheolbeom Park (2007)
The Impact of Oil Price Shocks on the U.S. Stock Market
3
Ryi (2009)
Pengaruh harga minyak pada Istanbul Stok Exchange(ISE)
4.
Mc. Sweeney et al (2008)
A Comperative Analysis of Oil As A Risk Factor In Australian Industry Stock Return
5
Ruhendi dan Johan Arifin (2003)
Dampak Perubahan Kurs Rupiah dan Indeks HargaSaham Dow Jones di New York Stock Exchange terhadap IHSG di Bursa Efek Jakarta
6
Abbas Valadkhani, Surachai Chancharat dan Charles Havie (2006)
The Interplay Between the Thai and Several Other International Stock Markets
7
Amperaningrum, Izzati dan Robby (2011)
Pengaruh SBI, Nilai Tukar dan Inflasi terhadap Perubahan harga saham sub sektor Perbankan di BEI
8
Ruhendi dan Arifin (2003)
Dampak Perubahan Kurs Rupiah dan IHS Dow jones di New York stock Exchange terhadap IHSG di Bursa Efek Jakarta
9
Chun-Mu (2008)
Pengaruh fluktuasi nilai tukar pada volalitas dan korelasi pasar saham yang bertitik tolak dari krisis keuangan di Asia
10
Abdurachman Edi (2008)
Pengaruh Faktor Makro Ekonomi dan Harga Komoditas Pertambangan terhadap Imbal Hasil dan Resiko Saham-saham Pertambangan Minyak dan Gas di BEJ
11
Suramaya Suci Kewal (2012)
Pengaruh Inflasi, suku bunga, kurs dan pertumbuhan PDB terhadap IHSG
12
Isabell Martinez (2003)
Fundamental and Macroeconomic Information for The Security Price Valuation: The French Case
73
Hasil Penelitian Harga minyak berpengaruh positif terhadap pasar modal Rusia. Harga minyak berpengaruh negatif terhadap pasar modal AS Penelitian Ryi menemukan hasil yang bervariasi Harga minyak dunia seringkali membuat harga saham bergejolak Kurs berpengaruh positif terhadap pasar modal Indonesia Kurs berpengaruh negatif terhadap pasar modal Thailand Nilai tukar berpengaruh negatif terhadap harga saham sub sektor perbankan di BEI Kurs rupiah berpengaruh positif terhadap pasar modal Indonesia Fluktuasi tingkat nilai tukar mata uang berkontribusi secara signifikan terhadap kenaikkan/penurunan volalitas pasar saham domestik Tidak ada satupun variabel yang mempunyai pengaruh signifikan terhadap imbal hasil saham-saham sektor pertambangan Tingkat Inflasi tidak memmpunyai pengaruh yang signifikan terhadap IHSG Inflasi mempunyai pengaruh signifikan untuk menilai harga saham di France market
74 No
Nama Peneliti
Judul Penelitian
13
Fuadi (2009)
Analisis Pengaruh Suku Bunga Volume Perdagangan dan Kurs terhadap Return saham Sektor Poperti
14
Ming -Hua Liu dan Keshab (2008)
Anaylisis of the long term relationship between macroeconomic variable and the Chinese stock market
15
M Budiantara (2012)
Pengaruh Tingkat Suku Bunga, Nilai Kurs dan Inflasi terhadap IHSG di bursa Efek Indonesia periode 2005-2010
16
Joven Sugianto (2012)
Analisis Pengaruh Tingkat Inflasi, Tingkat Suku BungaSBI dan Nilai Tukar Rupiah terhadap Indeks Harga Saham Gabungan
17
Pasaribu, Pananda at al Pengaruh Variabel (2009) terhadap IHSG
Makro
Ekonomi
Hasil Penelitian Kurs mnunjukan pengaruh yang negtatif dan signifikan terhadap return saham sektor properti Inflasi Berpengaruh negatif signifikan terhadap Pergerakan saham Ada pengaruh negatif dan signifikan antara kurs terhadap IHSG, Inflasi tidak pengaruh secara signifikan terhadap harga saham. Inflasi berpengaruh posistif signifikan, dan nilai tukar rupiah berpengaruh negatif signifikan terhadap IHSG Inflasi dan Kurs Rupiah tidak berpengaruh terhadap IHSG
75
DATA PENELITIAN
No
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
Date
Kurs Rupiah x1
Jan-10
9,365.00
Feb-10
9,335.00
Mar-10
9,115.00
Apr-10
9,012.00
May-10
9,180.00
Jun-10
9,083.00
Jul-10
8,952.00
Aug-10
9,041.00
Sep-10
8,924.00
Oct-10
8,928.00
Nov-10
9,013.00
Dec-10
8,991.00
Jan-11
9,057.00
Feb-11
8,823.00
Mar-11
8,709.00
Apr-11
8,574.00
May-11
8,537.00
Jun-11
8,597.00
Jul-11
8,508.00
Aug-11
8,578.00
Sep-11
8,823.00
Oct-11
8,835.00
Nov-11
9,170.00
Dec-11
9,068.00
Jan-12
9,000.00
Feb-12
9,085.00
Mar-12
9,180.00
Apr-12
9,190.00
May-12
9,565.00
Jun-12
9,480.00
Jul-12
9,485.00
Aug-12
9,573.00
Sep-12
9,638.00
Oct-12
9,615.00
Nov-12
9,605.00
Rtn
Inflasi
Rtn
x1
x2
x2
3.72
0.00 0.02 0.01 -0.02 0.01 0.01 -0.01 0.01 0.00 -0.01 0.00 -0.01 0.03 0.01 0.02 0.00 -0.01 0.01 -0.01 -0.03 0.00 -0.04 0.01 0.01 -0.01 -0.01 0.00 -0.04 0.01 0.00 -0.01 -0.01 0.00 0.00
3.81 3.43 3.91 4.16 5.05 6.22 6.44 5.8 5.67 6.33 6.96 7.02 6.84 6.65 6.16 5.98 5.54 4.61 4.79 4.61 4.42 4.15 3.79 3.65 3.56 3.97 4.5 4.45 4.53 4.56 4.58 4.31 4.61 4.32
75
Minyak Dunia x3
Rtn
IHS
Rtn
x3
y 2236.4 2178.9 2430.3 2576.6 2275.3 2238.9 2274.8 2304.9 2631.9 2758.2 2870.8 3274.2 3043.5 3128.1 3162.2 3257.3 3236.3 3254.4 3362.5 2883.6 2487.2 2725.1 2492.3 2532.4 2710 2804.1 2760.4 2578.3 2066.2 2045.5 2001 1906 2030.6 1901.7 1781.8
y
78.33
-0.02 0.11 -0.12 -0.06 -0.18 -0.19 -0.03 0.11 0.02 -0.10 -0.09 -0.01 0.03 0.03 0.08 0.03 0.08 0.20 -0.04 0.04 0.04 0.07 0.09 0.04 0.03 -0.10 -0.12 0.01 -0.02 -0.01 0.00 0.06 -0.07 0.07
76.39
0.025
81.2
-0.06
84.29
-0.04
73.74
0.143
75.34
-0.02
76.32
-0.01
76.6
-0
75.24
0.018
81.89
-0.08
84.25
-0.03
89.15
-0.05
89.17
-0
88.58
0.007
102.86
-0.14
109.53
-0.06
100.9
0.086
96.26
0.048
97.3
-0.01
86.33
0.127
85.52
0.009
86.32
-0.01
97.16
-0.11
98.56
-0.01
100.27
-0.02
102.2
-0.02
106.16
-0.04
103.32
0.027
94.66
0.091
82.3
0.15
87.9
-0.06
94.13
-0.07
94.51
-0
89.49
0.056
86.53
0.034
0.03 -0.10 -0.06 0.13 0.02 -0.02 -0.01 -0.12 -0.05 -0.04 -0.12 0.08 -0.03 -0.01 -0.03 0.01 -0.01 -0.03 0.17 0.16 -0.09 0.09 -0.02 -0.07 -0.03 0.02 0.07 0.25 0.01 0.02 0.05 -0.06 0.07 0.07
76 No 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59
Date
Kurs Rupiah
Rtn
Dec-12
9,670.00
Jan-13
9,698.00
Feb-13
9,667.00
Mar-13
9,719.00
Apr-13
9,722.00
May-13
9,802.00
Jun-13
9,929.00
Jul-13
10,278.00
Aug-13
10,924.00
Sep-13
11,613.00
Oct-13
11,234.00
Nov-13
11,977.00
Dec-13
12,260.00
Jan-14
12,226.00
Feb-14
11,634.00
Mar-14
11,404.00
Apr-14
11,532.00
May-14
11,611.00
Jun-14
11,969.00
-0.01 0.00 0.00 -0.01 0.00 -0.01 -0.01 -0.03 -0.06 -0.06 0.03 -0.06 -0.02 0.00 0.05 0.02 -0.01 -0.01 -0.03 0.03 -0.01 -0.04 0.01 -0.01 -0.02
Jul-14
11,591.00
Aug-14
11,717.00
Sep-14
12,212.00
Oct-14
12,082.00
Nov-14
12,196.00
Dec-14
12,440.00
Inflasi 4.3 4.57 5.31 5.9 5.57 5.47 5.9 8.61 8.79 8.4 8.32 8.37 8.38 8.22 7.75 7.32 7.25 7.32 6.7 4.53 3.99 4.53 4.83 6.23 8.36
Rtn 0.00 -0.06 -0.14 -0.10 0.06 0.02 -0.07 -0.31 -0.02 0.05 0.01 -0.01 0.00 0.02 0.06 0.06 0.01 -0.01 0.09 0.48 0.14 -0.12 -0.06 -0.22 -0.25
Minyak Dunia
Rtn
IHS
87.86
-0.02
94.76
-0.07
95.31
-0.01
92.94
0.026
92.02
0.01
94.51
-0.03
95.77
-0.01
104.67
-0.09
106.57
-0.02
106.29
0.003
100.54
0.057
93.86
0.071
97.63
-0.04
94.62
0.032
100.82
-0.06
100.8
2E-04
102.07
-0.01
102.18
-0
105.79
-0.03
103.59
0.021
96.54
0.073
93.21
0.036
84.4
0.104
75.79
0.114
59.29
0.278
1863.7 1948.1 1917.8 1774.6 1754 1534.6 1423.2 1282.5 1429.5 1435.2 1499.7 1444 1429.3 1348.6 1364 1379 1475.5 1544.9 1474.7 1511.5 1609.1 1533.1 1458.5 1444.6 1369
Rtn -0.04 -0.04 0.02 0.08 0.01 0.14 0.08 0.11 -0.10 0.00 -0.04 0.04 0.01 0.06 -0.01 -0.01 -0.07 -0.04 0.05 -0.02 -0.06 0.05 0.05 0.01 0.06
77
HASIL OLAH DATA SPSS VER. 21 Regression Descriptive Statistics Mean
Std. Deviation
N
IHSG
.010925
.0736284
59
Kurs
-.004564
.0218358
59
Inflasi
-.007039
.1161890
59
.007007
.0696876
59
Minyak
Correlations
Pearson Correlation
Sig. (1-tailed)
N
IHSG Kurs Inflasi Minyak IHSG Kurs Inflasi Minyak IHSG Kurs Inflasi Minyak
IHSG
Kurs
Inflasi
Minyak
1.000 -.351 -.236 .310 . .003 .036 .008 59 59 59 59
-.351 1.000 .260 -.109 .003 . .024 .206 59 59 59 59
-.236 .260 1.000 -.165 .036 .024 . .106 59 59 59 59
.310 -.109 -.165 1.000 .008 .206 .106 . 59 59 59 59
Variables Entered/Removed Model 1
Variables Entered Minyak, Kurs, Inflasi
a
Variables Removed
b
Method . Enter
a. Dependent Variable: IHSG b. All requested variables entered. b
Model Summary
Model
R
R Square Adjusted R Square Std. Error of the Estimate Durbin-Watson
1 .459a .211 .168 a. Predictors: (Constant), Minyak, Kurs, Inflasi b. Dependent Variable: IHSG
77
.0671796
1.775
78
a
ANOVA
1
Model Sum of Squares Regression .066 .248 Residual .314 Total
df 3 55 58
Mean Square .022 .005
F 4.890
Sig. .004b
a. Dependent Variable: IHSG b. Predictors: (Constant), Minyak, Kurs, Inflasi
Coefficientsa Model
1
(Constant) Kurs Inflasi Minyak
Unstandardized Coefficients Standardized Coefficients B Std. Error Beta .004 .009 -.985 .419 -.292 -.074 .079 -.117 .274 .129 .259
Coefficients
Model
Sig.
.445 -2.349 -.934 2.130
.658 .022 .354 .038
a
Collinearity Statistics Tolerance VIF (Constant) Kurs Inflasi Minyak
1
t
.928 .914 .968
1.077 1.094 1.033
a. Dependent Variable: IHSG Collinearity Diagnostics
Model Dimension
1
1 2 3 4
Eigenvalue 1.479 .952 .885 .684
a
Condition Index Variance Proportions (Constant) Kurs 1.000 .11 .21 1.246 .63 .02 1.293 .05 .16 1.470 .21 .61
a. Dependent Variable: IHSG
Casewise Diagnosticsa Case Number Std. Residual IHSG Predicted Value 28 2.694 .2478 .066842 40 2.077 .1430 .003500 43 -2.406 -.1028 .058847 a. Dependent Variable: IHSG
Residual .1809579 .1394999 -.1616469
Inflasi .18 .21 .14 .47
Minyak .12 .13 .71 .04
79 Residuals Statistics
Predicted Value Std. Predicted Value Standard Error of Predicted Value Adjusted Predicted Value Residual Std. Residual Stud. Residual Deleted Residual Stud. Deleted Residual Mahal. Distance Cook's Distance Centered Leverage Value a. Dependent Variable: IHSG
Minimum
Maximum
Mean
Std. Deviation
N
-.067500 -2.321 .009 -.076458 -.1616469 -2.406 -2.587 -.1869001 -2.736 .027 .000 .000
.118457 3.183 .039 .147929 .1809579 2.694 2.822 .1985894 3.023 18.812 .261 .324
.010925 .000 .016 .011030 .0000000 .000 -.001 -.0001048 .002 2.949 .023 .051
.0337858 1.000 .007 .0371780 .0654192 .974 1.014 .0711479 1.038 3.691 .047 .064
59 59 59 59 59 59 59 59 59 59 59 59
Regression Descriptive Statistics Mean Abs_res1 .0516 Kurs -.004564 Inflasi -.007039 Minyak .007007
a
Std. Deviation .03970 .0218358 .1161890 .0696876
N 59 59 59 59
80
Abs_res1 Kurs Pearson Correlation Inflasi Minyak Abs_res1 Kurs Sig. (1-tailed) Inflasi Minyak Abs_res1 Kurs N Inflasi Minyak
Correlations Abs_res1 Kurs 1.000 -.408 -.408 1.000 -.006 .260 .091 -.109 . .001 .001 . .481 .024 .246 .206 59 59 59 59 59 59 59 59
Inflasi -.006 .260 1.000 -.165 .481 .024 . .106 59 59 59 59
Minyak .091 -.109 -.165 1.000 .246 .206 .106 . 59 59 59 59
Variables Entered/Removeda Model Variables Entered Variables Method Removed 1 Minyak, Kurs, Inflasib . Enter a. Dependent Variable: Abs_res1 b. All requested variables entered. b
Model Summary
Model R R Square Adjusted R Square Std. Error of the Estimate a 1 .425 .181 .136 .03690 a. Predictors: (Constant), Minyak, Kurs, Inflasi b. Dependent Variable: Abs_res1 ANOVAa Model Sum of Squares df Mean Square F Sig. Regression .017 3 .006 4.043 .011b .075 55 .001 Residual 1 .091 58 Total a. Dependent Variable: Abs_res1 b. Predictors: (Constant), Minyak, Kurs, Inflasi Coefficientsa Model Unstandardized Coefficients Standardized t Sig. Coefficients B Std. Error Beta .048 .005 9.749 .000 (Constant) Kurs -.783 .230 -.431 -3.401 .001 1 Inflasi .040 .044 .116 .910 .367 Minyak .036 .071 .064 .513 .610 a. Dependent Variable: Abs_res1
81 \Residuals Statistics
Predicted Value Std. Predicted Value Standard Error of Predicted Value Adjusted Predicted Value Residual Std. Residual Stud. Residual Deleted Residual Stud. Deleted Residual Mahal. Distance Cook's Distance Centered Leverage Value
a
Minimum
Maximum
Mean
Std. Deviation
N
.0083 -2.562 .005 .0007 -.06338 -1.718 -1.781 -.06811 -1.818 .027 .000 .000
.0989 2.806 .022 .1085 .09849 2.669 2.796 .10808 2.991 18.812 .190 .324
.0516 .000 .009 .0515 .00000 .000 .000 .00003 .008 2.949 .019 .051
.01687 1.000 .004 .01740 .03593 .974 1.008 .03857 1.032 3.691 .036 .064
59 59 59 59 59 59 59 59 59 59 59 59
a. Dependent Variable: Abs_res1
Regression Descriptive Statistics Mean IHSG .006368 Kurs -.002907 Inflasi -.007577 Minyak .006536
Std. Deviation .0642122 .0205885 .1192264 .0704263
Correlations IHSG IHSG 1.000 Kurs -.410 Pearson Correlation Inflasi -.300 Minyak .297 IHSG . Kurs .001 Sig. (1-tailed) Inflasi .012 Minyak .013 IHSG 56 Kurs 56 N Inflasi 56 Minyak 56
N 56 56 56 56
Kurs -.410 1.000 .283 -.102 .001 . .017 .228 56 56 56 56
Variables Entered/Removed Model
Variables Entered
1
Minyak, Kurs, Inflasi
b
a. Dependent Variable: IHSG b. All requested variables entered.
Inflasi -.300 .283 1.000 -.170 .012 .017 . .105 56 56 56 56
Minyak .297 -.102 -.170 1.000 .013 .228 .105 . 56 56 56 56
a
Variables Removed
Method
.
Enter
82 b
Model Summary
Model R
R Square
Adjusted R Square a 1 .508 .258 .215 a. Predictors: (Constant), Minyak, Kurs, Inflasi b. Dependent Variable: IHSG
Std. Error of the Durbin-Watson Estimate .0568885 1.867
a
ANOVA
Model 1
Sum of Squares Regression .058 .168 Residual .227 Total
df 3 52 55
Mean Square F .019 6.024 .003
Sig. .001b
a. Dependent Variable: IHSG b. Predictors: (Constant), Minyak, Kurs, Inflasi
Coefficients
Model
1
Unstandardized Coefficients B .001 -1.059 -.088 .214
(Constant) Kurs Inflasi Minyak
Std. Error .008 .389 .068 .111
a
Standardized Coefficients Beta -.340 -.164 .234
t
Sig.
.159 -2.722 -1.301 1.931
.874 .009 .199 .059
Coefficientsa Model
Collinearity Statistics Tolerance VIF (Constant) Kurs Inflasi Minyak
1
.917 .900 .968
1.091 1.112 1.033
a. Dependent Variable: IHSG
Model Dimension
1
1 2 3 4
Collinearity Diagnosticsa Eigenvalue Condition Index Variance Proportions (Constant) Kurs Inflasi 1.458 1.000 .08 .21 .21 .951 1.239 .84 .01 .15 .902 1.271 .00 .21 .02 .689 1.455 .07 .57 .61
a. Dependent Variable: IHSG
Minyak .13 .00 .81 .06
83
Residuals Statisticsa Minimum Maximum Predicted Value -.071184 .103964 Std. Predicted Value -2.378 2.993 Standard Error of Predicted Value .008 .033 Adjusted Predicted Value -.095451 .127577 Residual -.1181098 .1301435 Std. Residual -2.076 2.288 Stud. Residual -2.128 2.353 Deleted Residual -.1240977 .1377299 Stud. Deleted Residual -2.206 2.466 Mahal. Distance .053 17.909 Cook's Distance .000 .134 Centered Leverage Value .001 .326 a. Dependent Variable: IHSG
Charts
Mean Std. Deviation .006368 .0326103 .000 1.000 .014 .006 .006072 .0359225 .0000000 .0553153 .000 .972 .002 1.012 .0002957 .0600705 .004 1.027 2.946 3.723 .023 .036 .054 .068
N 56 56 56 56 56 56 56 56 56 56 56 56
84
Regression
Abs_res2 Kurs Inflasi Minyak
Descriptive Statistics Mean Std. Deviation .0452 .03127 -.002907 .0205885 -.007577 .1192264 .006536 .0704263
N 56 56 56 56
Correlations
Pearson Correlation
Sig. (1-tailed)
N
Abs_res2 Kurs Inflasi Minyak Abs_res2 Kurs Inflasi Minyak Abs_res2 Kurs Inflasi Minyak
Abs_res2
Kurs
Inflasi
Minyak
1.000 -.233 .017 .057 . .042 .452 .339 56 56 56 56
-.233 1.000 .283 -.102 .042 . .017 .228 56 56 56 56
.017 .283 1.000 -.170 .452 .017 . .105 56 56 56 56
.057 -.102 -.170 1.000 .339 .228 .105 . 56 56 56 56
Variables Entered/Removed
a
Model Variables Entered Variables Removed Method 1 Minyak, Kurs, Inflasib . Enter a. Dependent Variable: Abs_res2 b. All requested variables entered.
Model R 1
.253a
Model Summaryb R Square Adjusted R Square .064 .010
Std. Error of the Estimate .03112
a. Predictors: (Constant), Minyak, Kurs, Inflasi b. Dependent Variable: Abs_res2
Model 1
Regression Residual Total
ANOVAa Sum of Squares df Mean Square F .003 3 .001 1.187 .050 52 .001 .054 55
a. Dependent Variable: Abs_res2 b. Predictors: (Constant), Minyak, Kurs, Inflasi
Sig. .324b
85
Model
1
(Constant) Kurs Inflasi Minyak
Coefficientsa Unstandardized Coefficients Standardized Coefficients B Std. Error Beta .044 .004 -.389 .213 -.256 .025 .037 .097 .021 .061 .047
t
Sig.
10.477 -1.828 .687 .346
.000 .073 .495 .731
a. Dependent Variable: Abs_res2
Residuals Statisticsa Minimum Maximum Mean Predicted Value .0246 .0696 .0452 Std. Predicted Value -2.605 3.081 .000 Standard Error of Predicted Value .004 .018 .008 Adjusted Predicted Value .0182 .0757 .0452 Residual -.04505 .07836 .00000 Std. Residual -1.448 2.518 .000 Stud. Residual -1.508 2.581 .000 Deleted Residual -.04898 .08256 .00000 Stud. Deleted Residual -1.527 2.738 .007 Mahal. Distance .053 17.909 2.946 Cook's Distance .000 .126 .016 Centered Leverage Value .001 .326 .054 a. Dependent Variable: Abs_res2
NPar Tests One-Sample Kolmogorov-Smirnov Test Unstandardized Residual 2 N 56 Mean .0000000 Normal Parametersa,b Std. Deviation .05531528 Absolute .074 Most Extreme Differences Positive .073 Negative -.074 Kolmogorov-Smirnov Z .550 Asymp. Sig. (2-tailed) .923 a. Test distribution is Normal. b. Calculated from data.
Std. Deviation .00792 1.000 .003 .00860 .03025 .972 1.003 .03223 1.028 3.723 .025 .068
N 56 56 56 56 56 56 56 56 56 56 56 56
CURICULUMVITAE Nama Tempat, tanggal lahir Jenis Kelamin ID Number Email Agama Alamat
: : : : : : :
Agus Basuki Banjarnegara, 26 Juni 1978 Laki-Laki 55113310092
[email protected] Islam Jl. Mandala E-1 Dwikora Halim Perdana Kusuma Jakarta Timur : 081802800750
Phone Number Pendidikan 1. 2. 3. 4. 5. 6.
MI Alfatah Kedawaung Susukan, Banjarnegara Jawa Tengah SMP N 1 Purworeja Klampok , Banjarnegara Jawa Tengah SMA N 1 Banyumas, Banyumas Jawa Tengah Akademi Angkatan Udara (AAU) Yogyakarta Sekolah Tinggi Teknologi Angkatan Laut (STTAL) Surabaya Universitas Mercu Buana Kampus D Cibubur.
Pekerjaan 1.
1999-
TNI AU
Riwayat Jabatan 1. 2. 3. 4 5 6. 7. 8. 9.
1999-2001 2001-2004 2004-2007 2007-2008 2008-2009 2009-2011 2011-2012 2012-2014 2014-
Perwira Siswa Kasibinpersman Perwira Siswa Kasubsidikjurta/PNS Kadispers Kasubsi IDL Kasubsida PNS Kaprogar Kasubsijurit
Skadik 501 Wingdikum Kodikau Pangkalan TNI AU Ranai Pangkalan TNI AU Surabaya Disdikau Mabesau Cilangkap Jakarta Pangkalan TNI AU Jayapura Disminpersau Mabesau Cilangkap Disminpersau Mabesau Cilangkap Lakesgilut Diskesau Pangkalan TNI AU Halim PK.
Riwayat Kepangkatan 1. 2. 3. 4.
1999 2003 2007 2011
Letnan Dua Letnan Satu Kapten Mayor
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