data slide bapa1. Mencari Nilai b dan persamaan regresiDATA SLIDE BAPACARA 1Obs.X1X2X3YX1^2X2^2X3^2Y^2X1X2X1X3X2X3X1YX2YX3YY KUADRumus Persamaan matriks (XX)b = XY12512425141025410242242141641848242131541125161542015414134119161341213415365593625251815301530252564464161636161624241616241675637253694930151835422149854362516936201512302418362099110108bo1109737749949492149214921494999625560574b1=645106378369496418422148245664110560690596b2668114383169649123224129249108574596676b363712369393681918275491827913695636812536543045365430361468463664163648243236482436(XX)bX'Y1589510648125100724045809050100yang pengen dicari1696598136258154453081544581b = (XX)-1XY1710476100164936407028602442361895868125643645724054304836maka cari dulu invers (X'X)194889166464813232643672728120497101681491003628634090701000.7312144546-0.0149437128-0.0607917971-0.050534850599110108110625690676770560574596645668637770-0.01494371280.0086433835-0.0014905561-0.00363758832.66512.11512.21002.9469-0.0607917971-0.00149055610.0120277220.00037362575.50-0.0505348505-0.00363758830.00037362570.0123122169Cara 2 kalau ga tau formula , Cuma tau persamaan nya aja, ga masalah. Bisa itung sendiri gampang ko..(XX)-1(XX)b = XYdari sini di dapatb = (XX)-1XYjadi b b = (XX)-1XY1251212421bo0.7312144546-0.0149437128-0.0607917971-0.050534850511011541b1=-0.01494371280.0086433835-0.0014905561-0.003637588364511341b2-0.0607917971-0.00149055610.0120277220.000373625766813655b3-0.0505348505-0.00363758830.00037362570.0123122169637144641563715436b(XX)-1X'Y17377163781438313693bo-2.004724918116956b1=0.618338707516846b20.6240115035189510b30.18738611981965911047619586b14889149710X20X4Y20X1111111111111111111112211345576436689109445453646433369896458912445633778954557887X'4x20MAKA

20991101080.7312-0.0149-0.0608-0.050599625560574-0.01490.0086-0.0015-0.0036110560690596-0.0608-0.00150.01200.0004108574596676-0.0505-0.00360.00040.0123 X'X(X'X)-14x44x4MENCARI X'Y4x2020X1MAKA X'Y DIMENSI 3X1110645668637persamaan regresiY = -2.00472 + 0.61834 X1 + 0.62401 X2 + 0.18739 X3X'Y4x1MAKA b = (XX)-1XY4x44x1bo-2.00472b10.61834b20.62401b30.18739

2. uji keseluruhan / overall testsebelum menguji overall test kita harus mengetahui nilai - nilai berikutDerajat Bebas Regresi (DBReg) = banyaknya Independent Variabel k = 3Jumlah Kuadrat, JKReg = b(XX) n()2 = b0Y + b1X1Y + b2X2Y + b3X3Y n()2109.513368Derajat Bebas Total (DBTot)= n 1 = 20 1 = 19JKTot = YY n(Y)2 = Y2 n()2 = 770 20(5,5)2 = 165Derajat Bebas Residual (DBRes) = n k 1 = 20 3 1 = 16JKRes = JKTot JKReg = 165 109.5133680 = 55.486632RJKReg = JKReg/DBReg = 109.5133680/3 = 36.504456RJKRes = JKSis/DBRes = 3.46791R2 = JKReg/JKTot =0.663717F = RJKReg/RJKRes = 10.526343

ANOVASumber Variasi (Souces of Variation)Jumlah Kuadrat, JK (Sum of Squares)Derajat Bebas, DB Rata-rata Jumlah Kuadrat, RJK (Mean Square)FF TABELKET(Degree of Freedom)Regression109.5134336.504510.52633.24Residual55.4866163.4679Total16519

KRITERIA UJI : HO DITOLAK JIKA F HITUNG > F TABEL --> SIGNIFIKAN ( MINIMAL ADA 1 VARIABEL INDEPENDEN YANG MEMPENGARUHI VARIABEL DEPENDEN)kesimpulankarena nilai F hitung > f tabel maka terdapat minimal 1 varibel independen yang mempengaruhi variabel dependen

3. UJI INDIVIDUALhasil hitung tt tabel2.119t b13.571t b23.055t b30.907krieria ujiHO DITOLAK JIKA t HITUNG > t TABEL --> SIGNIFIKAN ( variabel independen tersebut berpengaruh terhadap variabel dependenkesimpulan karena nilai t hitung pada variabel 1 dan 2 lebih besar dari nilai t tabel maka dapat disimpulkan variabel x1 dan x2 berpengaruh teradap y . Sedangkan x3 tidak berpengaruh.

4. mencari koefisien regresi standardizedimana maka B10.559B20.448B30.141

5. PERSAMAAN REGRESIUNSTANDARDIZEDY = -2.00472 + 0.61834 X1 + 0.62401 X2 + 0.18739 X3STANDARDIZEDY = -2.00472 + 0.559 X1 + 0.448 X2 + 0.141 X3

PENGUJIAN ASUMSIPAKAI SPSS

Bk = koefisein regresi unstandardized IVk SXk = simpangan baku IVk SY = simpangan baku DV

DATA 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5013.50785163.09979610.125604431.39091.7611.1853.1841.934602813.1011211.40422510.1378562.44937491.64821652.0867854.42862565.6070243.77304441.06331.7611.9712.9721.130606893.1011213.8848418.8327841.87247132.09576433.4709313.16012765.2336925.857812451.03462.1593.4223.4041.070397164.66128111.71008411.5872162.23370143.54040127.3880983.52177847.34923611.648488461.38592.2692.6063.1921.920718815.1483616.79123610.1888643.14460713.61165545.9130144.42379287.2426488.318352472.71992.942.2533.1927.397856018.64365.07600910.1888647.9965066.12793476.623828.68192089.384487.191576482.6461.3262.6072.7737.0013161.7582766.7964497.6895293.5085966.8981223.4568827.3373583.6769987.229211493.53252.3743.1241.92212.478556255.6358769.7593763.6940848.38615511.035537.4163766.7894654.5628286.004328501.67351.3261.571.0712.800602251.7582762.46491.1470412.2190612.6273952.081821.79231851.4201461.68147513.19292.4373.4222.77310.194610415.93896911.7100847.6895297.781097310.92610388.3394148.85391176.7578019.489206521.53172.4031.2882.5892.346104895.7744091.6589446.7029213.68067511.97282963.0950643.96557136.2213673.334632532.17491.8693.542.7734.730190013.49316112.53167.6895294.06488817.6991466.616266.03099775.1827379.81642542.39971.9193.4072.7735.758560093.68256111.6076497.6895294.60502438.17577796.5380336.65436815.3213879.447611551.21411.4361.4521.5181.474038812.0620962.1083042.3043241.74344761.76287322.0850721.84300382.1798482.204136561.19210.7182.3862.9851.421102410.5155245.6929968.9102250.85592782.84435061.7131483.55841852.143237.12221572.80352.1543.9252.7737.859612254.63971615.4056257.6895296.03873911.00373758.454457.77410555.97304210.884025581.43611.4361.571.0712.062383212.0620962.46491.1470412.06223962.2546772.254521.53806311.5379561.68147591.49543.591.4522.9852.2362211612.88812.1083048.9102255.3684862.17132085.212684.46376910.716154.33422601.85252.3741.1851.5183.431756255.6358761.4042252.3043244.3978352.19521252.813192.8120953.6037321.79883613.43692.8722.8582.54511.812281618.2483848.1681646.4770259.87077689.82266028.2081768.74691057.309247.27361621.19270.7183.4072.3331.422533290.51552411.6076495.4428890.85635864.06352892.4462262.78256911.6750947.948531632.60083.593.6892.6636.7641606412.888113.6087217.0915699.3368729.594351213.243516.92593049.560179.823807643.13312.1542.742.3979.816315614.6397167.50765.7456096.74869748.5846945.901967.51004075.1631386.56778651.18032.8723.0684.2551.393108098.2483849.41262418.1050253.38982163.62116048.8112965.022176512.2203613.05434662.82212.8721.573.4047.964248418.2483842.464911.5872168.10507124.4306974.509049.60642849.7762885.34428670.94632.8723.3043.4040.895483698.24838410.91641611.5872162.71777363.12657529.4890883.22120529.77628811.246816681.63963.593.142.5072.6882881612.88819.85966.2850495.8861645.14834411.27264.11047729.000137.87198691.31253.593.1252.9761.7226562512.88819.7656258.8565764.7118754.101562511.218753.90610.683849.3701.45791.713.3044.0442.125472412.924110.91641616.3539362.4930094.81690165.649845.89574766.9152413.361376712.44251.1383.9250.8515.965806251.29504415.4056250.7242012.7795659.58681254.466652.07856750.9684383.340175723.38442.6163.0532.94911.454163366.8434569.3208098.6966018.853590410.33257327.9866489.98059567.7145849.003297731.09712.1541.172.4551.203628414.6397161.36896.0270252.36315341.2836072.520182.69338055.288072.87235743.07341.2673.8072.2319.445787561.60528914.4932494.9773613.893997811.70043384.8234696.85675542.8266778.493417751.40042.5983.5712.1071.961120166.74960412.7520414.4394493.63823925.00082849.2774582.95064285.4739867.524097762.95163.593.5251.7028.7119425612.888112.4256252.89680410.59624410.4043912.654755.02362326.110185.99955772.73622.8723.2583.6487.486790448.24838410.61456413.3079047.85836648.91453969.3569769.981657610.47705611.885184782.83463.593.142.4978.0349571612.88819.85966.23500910.1762148.90064411.27267.07799628.964237.84058793.5853.593.8072.79712.85222512.888114.4932497.82320912.8701513.64809513.6671310.02724510.0412310.648179802.71052.8723.143.6487.346810258.2483849.859613.3079047.7845568.510979.018089.88790410.47705611.45472812.54313.593.4222.5866.4673576112.888111.7100846.6873969.1297298.702488212.284986.57645669.283748.849292823.06862.8723.0533.8329.416305968.2483849.32080914.6842248.81301929.36843588.76821611.758875211.00550411.699096831.02031.4361.2162.9811.041012092.0620961.4786568.8863611.46515081.24068481.7461763.04151434.2807163.624896841.09210.7183.8072.9811.192682410.51552414.4932498.8863610.78412784.15762472.7334263.25555012.14035811.348667853.06862.8723.9254.0449.416305968.24838415.40562516.3539368.813019212.04425511.272612.409418411.61436815.8727860.84132.8723.143.4040.707785698.2483849.859611.5872162.41621362.6416829.018082.86378529.77628810.68856872.93981.9342.2680.8518.642424043.7403565.1438240.7242015.68557326.66746644.3863122.50176981.6458341.930068881.37160.7182.9042.5531.881286560.5155248.4332166.5178090.98480883.98312642.0850723.50169481.8330547.413912892.64813.592.7863.4047.0124336112.88817.76179611.5872169.5066797.377606610.001749.014132412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.41551.4751.3342.12611.665640252.1756251.7795564.5198765.03786254.5562771.967657.2613533.135852.8360841381.81361.5523.142.7963.289144962.4087049.85967.8176162.81470725.6947044.873285.07082564.3393928.779441391.04192.2343.0223.0931.085555614.9907569.1324849.5666492.32760463.14862186.7511483.22259676.9097629.3470461400.8343.4853.142.8730.69555612.1452259.85968.2541292.906492.6187610.94292.39608210.0124059.021221412.69123.593.8072.8497.2425574412.888114.4932498.1168019.66140810.245398413.667137.667228810.2279110.8461431420.7171.3212.5192.480.5140891.7450416.3453616.15040.9471571.8061233.3275991.778163.276086.247121432.49793.1653.142.9026.2395044110.0172259.85968.4216047.90585357.8434069.93817.24890589.184839.112281441.11640.7181.1853.0081.246348960.5155241.4042259.0480640.80157521.3229340.850833.35813122.1597443.564481451.22322.0363.5713.4641.496218244.14529612.75204111.9992962.49043524.36804727.2705564.23716487.05270412.3699441461.06332.3883.2583.2211.130606895.70254410.61456410.3748412.53916043.46423147.7801043.42488937.69174810.4940181472.60292.2512.9043.6156.775088415.0670018.43321613.0682255.85912797.55882166.5369049.40948358.13736510.497961481.26452.0353.2582.1261.598960254.14122510.6145644.5198762.57325754.1197416.630032.6883274.326416.9265081492.10012.5873.2583.044.410420016.69256910.6145649.24165.43295876.84212588.4284466.3843047.864489.904321502.41232.5442.8584.0715.819191296.4719368.16816416.5730416.13689126.89435347.2707529.820473310.35662411.6349181512.96570.7181.4524.0718.795376490.5155242.10830416.5730412.12937264.30619641.04253612.07336472.9229785.9110921521.08992.8723.0683.221.187882018.2483849.41262410.36843.13019283.34381328.8112963.5094789.247849.878961531.23340.7181.573.4641.521275560.5155242.464911.9992960.88558121.9364381.127264.27249762.4871525.438481541.31253.592.8893.6431.7226562512.88818.34632113.2714494.7118753.791812510.371514.781437513.0783710.5246271551.45791.923.4222.7982.125472413.686411.7100847.8288042.7991684.98893386.570244.07920425.372169.5747561561.00851.1381.4521.1731.017072251.2950442.1083041.3759291.1476731.4643421.6523761.18297051.3348741.7031961573.38442.6163.1713.9111.454163366.84345610.05524115.28818.853590410.73193248.29533613.23300410.2285612.398611581.05390.7181.173.221.110705210.5155241.368910.36840.75670021.2330630.840063.3935582.311963.76741593.07341.6973.9252.8389.445787562.87980915.4056258.0542445.215559812.0630956.6607258.72230924.81608611.139151601.40042.6083.6892.7711.961120166.80166413.6087217.6784413.65224325.16607569.6209123.88050847.22676810.2222191610.7172.3742.740.8510.5140895.6358767.50760.7242011.7021581.964586.504760.6101672.0202742.331741621.16163.351.0213.1991.3493145611.22251.04244110.2336013.891361.18599363.420353.715958410.716653.2661791632.67923.0023.8073.4737.178112649.01200414.49324912.0617298.042958410.199714411.4286149.304861610.42594613.2217111643.32443.0023.143.61611.051635369.0120049.859613.0754569.979848810.4386169.4262812.021030410.85523211.354241652.71992.9721.1851.1967.397856018.8327841.4042251.4304168.08354283.22308153.521823.25300043.5545121.417261660.90582.4922.9044.2550.820473646.2100648.43321618.1050252.25725362.63044327.2367683.85417910.6034612.356521671.10641.8680.9342.981.224120963.4894240.8723568.88042.06675521.03337761.7447123.2970725.566642.783321681.13752.6283.0220.9611.293906256.9063849.1324840.9235212.989353.4375257.9418161.09313752.5255082.9041421693.09972.213.0222.8169.608140094.88419.1324847.9298566.8503379.36729346.678628.72875526.223368.5099521702.0412.1122.341.5184.1656814.4605445.47562.3043244.3105924.775944.942083.0982383.2060163.55212346.8535392.592442.671463.341838.535735951013.1065261286.2650231382.528153826.0997307930.22219231049.42825939.6538841093.1530031233.678946x1x2x3yX1^2X2^2X3^2Y^2X1X2X1X3X2X3X1YX2YX3Y2.7255352941ykuad7.4285426395simpangan baku0.87990531740.79371949420.88902970350.84151140541. Mencari Nilai b dan persamaan regresiCARA 1Rumus Persamaan matriks (XX)b = XY

170346.8535392.592442.671bo463.341346.8535838.53573595826.0997307930.2221923b1=Matriks 939.653884392.592826.09973071013.1065261049.42825b2X'Y1093.153003442.671930.22219231049.428251286.265023b31233.678946

(XX)bX'Y4x4yang pengen dicarib = (XX)-1XY

maka cari dulu invers (X'X)

0.0992565555-0.0096054241-0.0157702027-0.0143462843Matriks -0.00960542410.0082256891-0.0015966468-0.0013403999-0.0157702027-0.00159664680.0102153983-0.0017524225-0.0143462843-0.0013403999-0.00175242250.0081138765

(XX)-1

jadi b b = (XX)-1XY

bo0.0992565555-0.0096054241-0.0157702027-0.0143462843463.341b1=-0.00960542410.0082256891-0.0015966468-0.0013403999939.653884b2-0.0157702027-0.00159664680.0102153983-0.00175242251093.153003b3-0.0143462843-0.0013403999-0.00175242250.00811387651233.678946

b(XX)-1X'Y4x44x1

bo2.0259041988b1=-0.1202885666b20.1977896212b30.1875188877

persamaan regresiY = 2.02590 - 0.12029 X1 + 0.19779 X2 + 0.187519 X3

2. uji keseluruhan / overall testsebelum menguji overall test kita harus mengetahui nilai - nilai berikutDerajat Bebas Regresi (DBReg) = banyaknya Independent Variabel k = 3Jumlah Kuadrat, JKReg = b(XX) n()2 = b0Y + b1X1Y + b2X2Y + b3X3Y n()210.3550320668Derajat Bebas Total (DBTot)= n 1 = 170-1=169JKTot = YY n(Y)2 = Y2 n()2 = 119.6759042882Derajat Bebas Residual (DBRes) = n k 1 =166JKRes = JKTot JKReg = 109.3208722214RJKReg = JKReg/DBReg =3.4516773556RJKRes = JKSis/DBRes = 0.6585594712R2 = JKReg/JKTot =0.0865256221F = RJKReg/RJKRes = 5.2412538373

ANOVASumber Variasi (Souces of Variation)Jumlah Kuadrat, JK (Sum of Squares)Derajat Bebas, DB Rata-rata Jumlah Kuadrat, RJK (Mean Square)FF TABELKET(Degree of Freedom)Regression10.355033.45175.24132.80ho ditolakResidual109.32091660.6586Total119.676169

KRITERIA UJI : HO DITOLAK JIKA F HITUNG > F TABEL --> SIGNIFIKAN ( MINIMAL ADA 1 VARIABEL INDEPENDEN YANG MEMPENGARUHI VARIABEL DEPENDEN)

kesimpulankarena nilai F hitung > f tabel maka terdapat minimal 1 varibel independen yang mempengaruhi variabel dependen, dilakukan uji individual

3. UJI INDIVIDUAL

hasil hitung tt tabel1.96t b1-1.634t b22.411t b32.565

krieria ujiHO DITOLAK JIKA t HITUNG > t TABEL --> SIGNIFIKAN ( variabel independen tersebut berpengaruh terhadap variabel dependen

kesimpulan karena nilai t hitung pada variabel 2 dan 3 lebih besar dari nilai t tabel maka dapat disimpulkan variabel x2 dan x3 berpengaruh teradap y . Sedangkan x1 tidak berpengaruh.

4. mencari koefisien regresi standardize

dimana

maka B1-0.126B20.187B30.198

5. PERSAMAAN REGRESI

UNSTANDARDIZED

Y = 2.02590 - 0.12029 X1 + 0.19779 X2 + 0.187519 X3

STANDARDIZED

Y = 2.02590 - 0.126 X1 + 0.187 X2 + 0.198 X3

PENGUJIAN ASUMSI

PAKAI SPSS

Bk = koefisein regresi unstandardized IVk SXk = simpangan baku IVk SY = simpangan baku DV