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Metodologi Regresi Logistik Pada Penelitian Kuantitatif, Bagaimana Langkah Utamanya?

admin 16 Okt 2023

Metodologi Regresi Logistik digunakan dalam penelitian kuantitatif untuk memahami dan memodelkan hubungan antara satu atau lebih variabel independen dengan variabel dependen yang bersifat biner (dua kategori). Ini dapat membantu memprediksi probabilitas atau kemungkinan kejadian suatu peristiwa. Berikut adalah langkah-langkah utama dalam metodologi Regresi Logistik:

1. Perumusan Masalah:
  - Mulailah dengan merumuskan masalah penelitian yang ingin Anda selesaikan. Tentukan variabel independen dan variabel dependen yang akan Anda analisis dalam konteks regresi logistik.

2. Pengumpulan Data:
  - Kumpulkan data yang diperlukan untuk variabel independen dan dependen. Pastikan data tersebut sesuai dengan tujuan penelitian Anda.

3. Penyusunan Data:
  - Bersihkan dan persiapkan data Anda. Hal ini melibatkan pemrosesan data yang hilang, penanganan outlier, dan pengkodean variabel jika diperlukan.

4. Penentuan Model:
  - Pilih jenis model regresi logistik yang sesuai. Anda dapat memilih regresi logistik biner, multinomial, atau ordinal tergantung pada jenis data yang Anda miliki.

5. Variabel Independen:
  - Pilih variabel independen yang akan dimasukkan ke dalam model. Pastikan variabel tersebut memiliki hubungan teoritis dengan variabel dependen.

6. Estimasi Model:
  - Gunakan perangkat lunak statistik seperti R, Python, atau perangkat statistik lainnya untuk mengestimasi model regresi logistik. Model akan memberikan estimasi koefisien untuk masing-masing variabel independen.

7. Evaluasi Model:
  - Evaluasi kualitas model Anda dengan berbagai metrik seperti R-squared (untuk regresi logistik biner), deviance, AIC, BIC, dan lainnya. Anda juga dapat menggunakan uji goodness-of-fit seperti uji Hosmer-Lemeshow untuk mengukur sejauh mana model sesuai dengan data.

8. Interpretasi Hasil:
  - Interpretasikan koefisien model. Apakah variabel independen berkontribusi secara signifikan terhadap variabel dependen? Apakah arah hubungan positif atau negatif?

9. Validasi Model:
  - Validasi model Anda dengan menggunakan data yang berbeda, jika memungkinkan. Hal ini penting untuk menguji apakah model dapat digeneralisasi ke populasi yang lebih luas.

10. Kesimpulan:
   - Tarik kesimpulan berdasarkan hasil analisis regresi logistik. Jelaskan temuan Anda dan implikasinya dalam konteks penelitian Anda.

11. Pelaporan Hasil:
   - Sajikan hasil analisis regresi logistik dalam laporan penelitian Anda. Sertakan koefisien regresi, statistik pengujian, dan interpretasi dalam laporan.

Metodologi Regresi Logistik adalah alat yang kuat untuk menganalisis dan memodelkan hubungan antara variabel biner. Penting untuk memahami asumsi-asumsi yang mendasari model dan melibatkan statistikian atau ahli statistik jika diperlukan dalam analisis Anda.

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CALL FOR PAPER JOURNAL OF PRINCIPLES MANAGEMENT AND BUSSINES

Call for paper vol 2 no 2 (2023) Journal of Principles Management and Bussines 

More info: https://journal.scimadly.com/index.php/jpmb/annoucments

CALL FOR PAPERS Waraqat Vol. VIII No. 2 Juli - Desember 2023

Jurnal Waraqat kembali membuka kesempatan bagi Penulis, Dosen, dan Pemerhati Bidang Ilmu-Ilmu Keislaman untuk submit karya terbaiknya.

More info: https://waraqat.assunnah.ac.id/index.php/WRQ

15TH INTERNATIONAL CONFERENCE ON ISLAMIC ECONOMICS AND FINANCE (15TH ICIEF)

CALL FOR PAPERS

 

15TH INTERNATIONAL CONFERENCE ON ISLAMIC ECONOMICS AND FINANCE (15TH ICIEF)
Tuesday 12th – Thursday 14th December 2023
Venue: Kuala Lumpur

 

Theme: Driving the Agenda for a Sustainable Humane Economy

 

ORGANISERS
Kulliyyah of Economics and Management Sciences, International Islamic University Malaysia (IIUM) &

International Association of Islamic Economics (IAIE)
 

IMPORTANT DATES
Paper contributors are advised to observe the following deadlines:
● Papers submission deadline:  15th August 2023
● Notification of acceptance of papers:  15th October 2023
● Deadline for presenters and participants registration: 15th November 2023

 

https://conference.iium.edu.my/icief2023/

 

INTRODUCTION
The First International Conference on Islamic Economics held in Makkah al-Mukarramah in 1976, was the watershed for the new discipline of ‘Islamic Economics’. Almost five decades later, the Kulliyyah of Economics and Management Sciences (KENMS) of the International Islamic University Malaysia (IIUM) is once again honoured to manage and host the 15th International Conference on Islamic Economics and Finance for the third time, tentatively to be held from the Tuesday 12 to Thursday 14 December 2023 in Kuala Lumpur. The theme of the conference is Driving the Agenda for a Sustainable Humane Economy.

 

Recovering from the COVID-19 pandemic, financial and economic crises coupled with challenges from climate change, provide the OIC countries an opportunity to embrace Islamic economics and finance as indigenous approaches to guide their economic policy responses. For this to happen, theoretical foundations of both Islamic economics and finance, as well as their links to policymaking and implementation need greater attention and integration. The world is complex and everything is connected to everything. Hence, proper planning is a part of developing a responsive and responsible Islamic Economics and Finance. The 15th ICIEF 2023 provides the platform for bringing together academics, researchers and policymakers from the Muslim world to discuss the challenges faced and how greater effort can be made towards achieving our preferred future.

 

OBJECTIVES
The teaching, research and practice of Islamic economics and finance have made tremendous strides globally over the last 50 years. The establishment of higher education institutions like the IIUM and development finance institutions like the Islamic Development Bank, respectively, have provided important avenues for practical implementation of education programs as well as increasing financing for economic and financial cooperation among OIC-member countries. It is important to plan for a sustainable humane future- one that recognises efficiency goes hand-in-hand with equity. However, in order to plan effectively, one must be aware of where we are, how we arrived here, what the challenges are, have a clear vision of where we want to go as well as a plan for the future. Development of research and practice of Islamic economics and finance requires commitment by all the stakeholders as well as the establishment of viable links between theory and policymaking by academics and policymakers.
 

Taking into account the state of the art and the direction of the fields of Islamic economics and finance, the 15th ICIEF focuses on the way forward toward developing the discipline of Islamic economics and finance and increasing their application especially in the economies of the OIC countries. Hence, the conference is devoted to not only theory development and application of the theory but also policy-related issues concerning, but not necessarily limited to, the following areas: Islamic Economics, Islamic Finance, Policy-Issues and Related areas in Sustainability, Shariah, Accounting, Management and Marketing.

 

Islamic Economics – Islamic economic system and Islamic economy; theoretical and policy studies to achieve sustainable humane development; historical and comparative economic studies; comparative economic models; Islamic economic thought; review articles useful as teaching materials at the university level.

 

Islamic Finance – emerging issues relating to sustainable Islamic finance; alternative financial and monetary systems from the Islamic perspective; Innovation, AI and FinTech; stability of Islamic financial system; risk-sharing in Islamic finance; Islamic finance infrastructure institutions.

 

Policy Issues and Prescriptions for the OIC countries – poverty and inequality; entrepreneurship development; micro and small enterprise development; legal, tax and regulatory frameworks from the Islamic economics perspective; Islamic monetary and fiscal policies including zakah and awqaf-based social safety-nets; economic indebtedness; the role of the IsDB in sustainable economic development; trade and cooperation among the OIC countries.

 

Other Related Areas – Sustainability, Maqasid al-Shariah and its relations to IEF; issues relating to Islamic accounting and its application to IEF; Islamic approaches to management and marketing; Islamic economics and finance education and research.
 

 

The following list is meant to give a more detailed picture of areas/topics:

i. Theoretical, Historical, Shariah, Maqasid al-Shariah and Institutional Aspects of Islamic Economics and Finance

ii. Poverty, Inequality, Socio-Economic Justice and Human Development in the Humane Economy: Theory and policy dimensions; Trade and Economic Cooperations

iii. Islamic Social Economy and Finance: Theory, Practice and Policy innovations; SDGs and the role of Islamic finance; country case-studies

iv. Management and Business Ethics, Entrepreneurship, Marketing, and Corporate Social Responsibility from an Islamic Perspective

v. Islamic Finance, Banking, Corporate Finance, and Capital Markets for a Sustainable Humane Economy

vi. AI, FinTech, Risk Management and Stability of the Islamic Financial Services Industry

vii. Climate change; sustainability studies; managing externalities for a sustainable humane economy

viii. Accounting, Auditing and Reporting for Good Governance; Regulatory and Legislative Landscape for a sustainable humane economy

ix. Central Banking, Monetary and Fiscal Policy Reforms for a Sustainable Humane Economy

x. Innovation, Technology and the Development of a Sustainable Humane Economy

The Organisers welcome theoretical, empirical and policy papers that will serve to evaluate the current strengths of the disciplines of Islamic economics and Islamic finance and to also chart out possible future directions. Keynote speeches as well as Panel Forums will also be organised.

 

LANGUAGE, PRESENTERS AND PARTICIPANTS
The conference will accept papers in both English and Arabic.
Approximately 100 papers are expected to be presented during the two days.
Approximately 250-300 participants are expected to attend the event.

 

SUBMISSION GUIDELINES
1.     Paper submissions must comply with the following guidelines:
● Paper must be either in English or Arabic.
● Original papers not published or submitted for other events.
● Paper must be in Microsoft Word format. Do not submit ZIP files.
● Do NOT include the authors’ names in the main submission of the paper, as papers will be subject to double-blind peer review.
● Full tentative title of the manuscript must be included on the paper.
● Abstract is required and should be between 200-250 words. Please limit the use of acronyms, abbreviations and references in the abstract.
● Keywords for the article: 3-5 keywords are sufficient.
● Referencing: we recommend the Harvard referencing system.
● Please do not submit duplicate copies of the papers.
● Please limit the number of pages to 30 or less (including references).

 

2.     Final Paper Submissions:
● Authors whose first drafts have been submitted before the deadline and accepted will be invited to submit final drafts of their research papers based on the peer-reviewers’ recommendations for revision.
● Selected papers presented to the Conference will be considered for possible publication in the International Journal of Economics, Management and Accounting (formerly IIUM Journal of Economics and Management, indexed by Web of Science Core Collection), Intellectual Discourse (IIUM, indexed by Scopus), and Islamic Economics Studies (IRTI) and KAAU Journal of Islamic Economics Indexed in SCOPUS. We are also working to get more journals on the list.
● Papers presented may also be selected to be published in edited volumes emanating from the Conference.
 

 

TICKETS AND HOTEL
Subject to the availability of funds, one author of selected accepted papers may be sponsored a round-trip economy class air ticket and/or hotel stay during the conference days only. The author who wishes to avail of conference sponsorship must be the corresponding author

 

CONFERENCE FEE AND CONTACTS
● The conference fee will be announced later.
● For more info, please visit our website at https://conference.iium.edu.my/icief2023/
● For queries, kindly e-mail the 15th ICIEF Secretariat at icief2023@iium.edu.my

 

Detail Info:

https://allevents.in/kepong/15th-icief-2023/200024854757748

Analisis Multivariat Pada Penelitian Kuantitatif

Analisis multivariat adalah metode statistik yang digunakan dalam penelitian kuantitatif untuk menganalisis hubungan kompleks antara dua atau lebih variabel independen dan variabel dependen. Metodologi analisis multivariat melibatkan serangkaian langkah-langkah yang kompleks. Berikut adalah langkah-langkah utama dalam metodologi analisis multivariat:

1. Perumusan Masalah:
  - Identifikasi masalah atau pertanyaan penelitian yang ingin Anda jawab dengan analisis multivariat. Jelaskan dengan jelas variabel independen dan dependen yang akan Anda gunakan.

2. Pengumpulan Data:
  - Kumpulkan data sesuai dengan variabel independen dan dependen yang telah ditentukan. Pastikan data tersebut relevan dengan tujuan penelitian Anda.

3. Preprocessing Data:
  - Lakukan pembersihan dan persiapan data yang melibatkan penanganan data yang hilang, penanganan outlier, pengkodean variabel, dan transformasi data jika diperlukan.

4. Pemilihan Model:
  - Pilih model analisis multivariat yang sesuai untuk masalah penelitian Anda. Contoh model-model ini meliputi analisis regresi multivariat, analisis faktor, analisis komponen utama, analisis jalur (path analysis), analisis struktural (structural equation modeling), dan lainnya.

5. Variabel Independen:
  - Pilih variabel independen yang akan dimasukkan dalam model. Pastikan variabel ini memiliki relevansi teoritis dalam konteks penelitian Anda.

6. Estimasi Model:
  - Gunakan perangkat lunak statistik atau program analisis multivariat untuk mengestimasi model yang telah dipilih. Ini dapat melibatkan perhitungan parameter, koefisien, dan pengujian signifikansi.

7. Evaluasi Model:
  - Evaluasi kualitas model dengan menggunakan metrik yang sesuai dengan jenis model yang digunakan. Misalnya, untuk analisis regresi multivariat, Anda dapat menggunakan R-squared, koefisien determinasi, atau uji F. Untuk analisis faktor atau analisis komponen utama, Anda dapat menggunakan nilai eigenvalue atau kebolehjadian kumulatif.

8. Interpretasi Hasil:
  - Interpretasikan hasil analisis multivariat. Jelaskan dampak variabel independen terhadap variabel dependen. Identifikasi hubungan, ketergantungan, dan efek-efek antar variabel.

9. Pengujian Hipotesis:
  - Uji hipotesis yang sesuai dalam kerangka analisis multivariat. Uji signifikansi parameter dan statistik uji model secara keseluruhan.

10. Kesimpulan:
   - Tarik kesimpulan berdasarkan hasil analisis multivariat dan jawab pertanyaan penelitian Anda. Apakah hipotesis Anda didukung oleh data?

11. Pelaporan Hasil:
   - Sajikan hasil analisis multivariat dalam laporan penelitian Anda. Sertakan semua informasi yang diperlukan untuk memahami proses analisis dan hasil yang ditemukan.

Analisis multivariat adalah alat yang kuat untuk memahami hubungan kompleks antara variabel dalam penelitian kuantitatif. Karena kompleksitasnya, seringkali diperlukan keahlian statistik yang mendalam untuk mengelola dan menganalisis data dengan benar.