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Uji t berpasangan pada Excel

Uji t berpasangan pada Excel

        Uji t berpasangan  (Uji  T – Paired) digunakan untuk membandingkan nilai -nilai statistik dua variabel (yang berpasangan). Uji t ini dilakukan pada subjek yang diuji situasi sebelum dan sesudah proses.
         Dalam hal ini produsen  obat diet ingin mengetahui  apakah obat yang diproduksinya benar-benar mempunyai efek terhadap  penurunan berat badan konsumen.  Sampel dilakukan atas 10 orang  masing-masing diukur berat badannya, setelah 1 bulan mengkonsumsi  obat tersebut, berat badannya diukur kembali.  Apakah obat diet tersebut mempunyai efek terhadap penurunan berat badan?.Data  berat badan lihat tabel dibawah ini.

  • Ketik data dibawah pada lembar kerja Excel.

 
        Dari menu  klik Data, pilih icon Data Analysis, maka muncul kotak dialog Data Analysis, dan cari t-Tes Paired Two sample for Means
Klik OK

 
        
        Maka akan muncul kotak dialog seperti dibawah, pada variable 1 Range semua data sebelum dari cell B3:B12, klik Variable 2 Range semua data sesudah dari cell C3:C12. Bagian Hypothesized Mean Difference anda isi  0 (tidak ada perbedaan rata-rata berat badan sebelum dan sesudah meminum obat diet). Pada bagian Output Range, posisi untuk meletakka output /hasil  perhitungan.  Terakhir klik OK
Bacaan Selanjutnya ...
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">
       Tampak hasil  output perhitungan  dari t-Test Paired Two Sample for Means seperti pada tabel excel dibawah.



Uji Hipotesis
•  H0, yakin ada perubahan setelah minum obat
•  H1, tidak yakin ada perubahan setelah minum obat
•  α = 0.05
•  Daerah kritis, H0 ditolak jika P Value (Sig)(2 taile)<0.05,
•  Statistik Uji, P Value (sig(2 tailed)=0.134
• Kesimpulan, karena P value (sig.(2 tailed)>0.05 maka H0  tidak ditolak, sehingga dapat disimpulkan  bahwa ada perbedaan antara penurunan berat badan sebelum dan sesudah meminum obat.


Ket:
H0    = Hipotesis awal
H1    = Hipotesis alternatif


Sumber diambil dari Buku dan Analisis Data dengan Microsoft Excel  karya Penerbit: Salemba Infotek
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