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Mengurai Sentimen Publik dengan Teknologi: Analisis Sentimen Machine Learning vs. Lexicon Based

admin 4 Mar 2024

Di tengah gejolak opini publik yang semakin kompleks, pemahaman tentang sentimen masyarakat menjadi kunci bagi organisasi, perusahaan, dan pemerintah untuk mengambil keputusan yang tepat. Dua pendekatan utama dalam menganalisis sentimen publik adalah melalui teknologi machine learning dan leksikon berbasis. Mari kita jelajahi keunggulan masing-masing dan bagaimana cara menggunakannya.

1. Analisis Sentimen Machine Learning:

Teknologi machine learning memungkinkan komputer untuk belajar dari data dan mengidentifikasi pola yang rumit tanpa perlu pemrograman yang eksplisit. Dalam konteks analisis sentimen, metode machine learning digunakan untuk mengklasifikasikan teks atau data yang mengandung sentimen positif, negatif, atau netral.

Keunggulan:
- Skalabilitas: Metode machine learning dapat menangani volume data yang besar dengan cepat dan efisien.
- Ketepatan: Dengan pelatihan yang tepat, model machine learning dapat menghasilkan prediksi sentimen yang akurat dan dapat diandalkan.
- Adaptabilitas: Model dapat ditingkatkan dan disesuaikan dengan mengintegrasikan data baru atau mengubah parameter.

Cara Menggunakan:
- Kumpulkan dan klasifikasikan data latihan berlabel.
- Pilih algoritma machine learning yang sesuai, seperti Naive Bayes, Support Vector Machines (SVM), atau Neural Networks.
- Latih model dengan data latihan dan validasi menggunakan data uji.
- Evaluasi kinerja model dan lakukan fine-tuning jika diperlukan.
- Terapkan model untuk menganalisis teks atau data baru.

2. Analisis Sentimen Berbasis Leksikon:

Pendekatan leksikon berbasis mengandalkan kamus atau daftar kata yang dikaitkan dengan sentimen tertentu, seperti positif, negatif, atau netral. Analisis sentimen leksikon berbasis mencocokkan kata-kata dalam teks dengan daftar kata dalam leksikon dan menghitung skor sentimen berdasarkan kata-kata tersebut.

Keunggulan:
- Transparansi: Metode ini mudah dipahami dan diinterpretasikan karena mengandalkan leksikon kata-kata yang sudah ditentukan.
- Efisiensi: Tidak memerlukan pelatihan model yang rumit, sehingga bisa diterapkan dengan cepat.

Cara Menggunakan:
- Pilih leksikon atau daftar kata yang sesuai dengan konteks dan bahasa Anda.
- Anotasikan teks dengan skor sentimen berdasarkan leksikon yang dipilih.
- Hitung skor sentimen keseluruhan berdasarkan kata-kata dalam teks.

Penerapan dalam Menganalisis Sentimen Publik:

- Media Sosial: Analisis sentimen digunakan untuk memantau dan memahami opini dan reaksi masyarakat terhadap merek, produk, atau isu tertentu di platform media sosial.
- Tinjauan Pelanggan: Perusahaan menggunakan analisis sentimen untuk mengevaluasi umpan balik pelanggan dan menemukan tren dan pola dalam pendapat dan preferensi pelanggan.
- Krisis Reputasi: Pemerintah dan organisasi mengandalkan analisis sentimen untuk memantau dan menanggapi krisis reputasi dengan cepat berdasarkan respon publik.

Dengan menggunakan kombinasi teknologi machine learning dan leksikon berbasis, organisasi dapat memperoleh wawasan yang lebih dalam tentang sentimen masyarakat dan mengambil langkah-langkah yang tepat dalam meresponsnya. Keberhasilan dalam menganalisis sentimen publik tidak hanya membutuhkan teknologi yang tepat, tetapi juga pemahaman yang mendalam tentang konteks dan tujuan analisis tersebut.

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Survei Kesejahteraan Karyawan Terdampak PHK

PHK (Pemutusan Hubungan Kerja) sering kali membawa dampak signifikan bagi karyawan yang mengalaminya. Selain tantangan finansial, PHK juga dapat menyebabkan masalah psikologis yang serius. Menyikapi keresahan yang dialami oleh korban PHK, LMZ BAZNAS Institut TAZKIA bermaksud untuk menggali dan memahami lebih dalam kondisi yang dialami seseorang setelah mengalami PHK melalui survei ini.

Pengisian survei bersifat Rahasia dan Anonim.

Link : https://bit.ly/SurveiLMZ-DampakPHK

Target responden dari survei ini adalah seseorang yang pernah terdampak PHK di seluruh wilayah Indonesia.

Periode Survei : 16 Mei - 1 Juni 2024

Reward
Bagi 10 responden yang terpilih akan mendapatkan apresiasi berupa Voucher E-Wallet sebesar Rp 50.000

LMZ BAZNAS Institut TAZKIA

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LANGKAH UTAMA DALAM METODOLOGI SURVEI PADA METODE KUANTITATIF

  1. Perumusan Tujuan Penelitian: Langkah pertama dalam metodologi survei adalah merumuskan tujuan penelitian yang jelas. Peneliti perlu memahami apa yang ingin mereka teliti dan apa pertanyaan penelitian yang akan dijawab melalui survei.

2. Pengembangan Instrumen: Peneliti harus mengembangkan instrumen survei yang mencakup pertanyaan-pertanyaan yang relevan untuk tujuan penelitian. Instrumen ini dapat berupa kuesioner tertulis atau daftar pertanyaan yang akan diajukan kepada responden.

3. Pemilihan Sampel: Peneliti perlu memilih sampel responden yang mewakili populasi yang ingin diteliti. Pengambilan sampel yang baik adalah langkah penting untuk memastikan hasil survei dapat digeneralisasi ke seluruh populasi.

4. Pelaksanaan Survei: Survei dapat dilakukan dalam berbagai cara, termasuk survei daring (online), survei telepon, wawancara tatap muka, atau dengan mengirimkan kuesioner tertulis kepada responden. Selama pelaksanaan survei, penting untuk memastikan bahwa responden memahami pertanyaan dan memberikan jawaban dengan jujur.

5. Pengolahan Data: Setelah data dikumpulkan, langkah berikutnya adalah pengolahan data. Ini termasuk pemeriksaan data untuk mengidentifikasi kesalahan atau data yang hilang, pengkodean jawaban, dan memasukkan data ke dalam format yang dapat diolah komputer.

6. Analisis Data: Data yang sudah terkumpul kemudian dianalisis menggunakan teknik statistik yang sesuai, seperti uji chi-kuadrat, analisis regresi, atau statistik deskriptif, tergantung pada jenis data dan tujuan penelitian.

7. Interpretasi Hasil: Hasil analisis data harus diinterpretasikan untuk menjawab pertanyaan penelitian. Peneliti harus mengambil kesimpulan berdasarkan temuan mereka dan mengevaluasi implikasi dari hasil survei.

8. Pelaporan Hasil: Hasil survei perlu dilaporkan dalam laporan penelitian yang rinci. Laporan tersebut biasanya mencakup deskripsi metodologi, temuan, analisis, dan kesimpulan.

9. Validitas dan Reliabilitas: Selama seluruh proses survei, penting untuk memperhatikan validitas (apakah instrumen survei mengukur apa yang seharusnya diukur) dan reliabilitas (sejauh mana hasil yang diperoleh dapat diandalkan).

10. Etika: Peneliti juga perlu mematuhi etika penelitian, termasuk mendapatkan izin dari responden, menjaga kerahasiaan data, dan memberikan informasi yang jelas tentang tujuan survei kepada responden.

Metodologi survei adalah alat yang kuat untuk mengumpulkan data kuantitatif dan menjawab pertanyaan penelitian dalam berbagai disiplin ilmu, termasuk ilmu sosial, ekonomi, kesehatan, dan lainnya.

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THE 3RD INTERNATIONAL CONFERENCE ON HUMANITIES AND SOCIAL SCIENCE 2023

CALL FOR PAPERS


THE 3RD INTERNATIONAL CONFERENCE ON HUMANITIES AND SOCIAL SCIENCE 2023

30th – 31st August 2023 (Hybrid Mode - Online and in Person), Malang – Indonesia

 

Website, Registration & Submission: https://easychair.org/my/conference?conf=3rdichsos2023

 

SDGs are the commitment of world leaders to be able to defend the world in a sustainable manner. Indonesia is no exception, as it is participating, although currently it is ranked 92nd based on the SDGs index. In response to this, the University of Muhammadiyah Malang (UMM) is holding an International Conference on Humanities and Social Science (ICHSos) with the theme "Towards Economic Sustainability and Social Equality in the Technological Era," which will be held offline on August 30, 2023. This ICHSOS event is an international seminar, the third ever hosted by UMM. 
The purpose of this international seminar is to invite all parties who have an interest in global issues regarding social technology and social humanities, one of which is improving the quality of the education and training system, adding insight to all stakeholders at the international seminar and opening international forums where participants have the opportunity to convey ideas, experience, expertise, and knowledge regarding global issues regarding social technology, practice, and educational development as an effort to develop quality in the field of education and training.

 

THE THEMES
“TOWARDS ECONOMIC SUSTAINABILITY AND SOCIAL EQUALITY IN TECHNOLOGICAL ERA”
The Sub-themes of the conference cover but not limited to the followings:
• Economic Development
• Accountability and Finance Risk
• Environmental, economic and social benefits of climate change mitigation
• Carbon emissions mitigation
• Accounting for Carbon Emissions
• Zero Waste Management
• Environmental Policies and Planning
• Decision-making and decision support systems for risk and disaster management
• Green Diplomacy
• Green Policy
• Environmental Governance
• Social Inclusion
• Financial Inclusion
• Sustainable Cities
• Innovation Policy
• Urban Governance
• Communication for environmental issues
• Green Social Work

 

PUBLICATIONS
The conference is supported by:
Journal of Innovation in Business and Economics (JIBE) Accredited Sinta 2
Jurnal Reviu Akuntansi dan Keuangan (JRAK) Accredited Sinta 2
Journal of Local Government Issues Accredited Sinta 2
Jurnal Akademi Akuntansi (JAA) Accredited Sinta 3
Jurnal Sosial Politik (Jurnal Sospol) Accredited Sinta 3
Jurnal Manajemen Bisnis (JMB) Accredited Sinta 4
Jurnal Inovasi Ekonomi (JIKO) Accredited Sinta 4
Jurnal Partisipatoris (JP) Accredited Sinta 4.

 

All accepted papers will be published in CRC Press (Taylor & Francis Group)

 

AWARDS & REWARDS
There will be Best Papers Awards with prize money.

 

IMPORTANT DATES (GMT +7:00)
1. Full Paper Deadline: 31 July 2023
2. Acceptance Notification: 5 August 2023
3. Payment deadline: 20 August 2023
4. Camera-ready Paper: 25 August 2023
5. Conference Date: 30-31 August 2023

 

CONTACT US:
Secretariat ICHSoS 2023
UMM Campus III, Jl. Raya Tlogomas No.246, Malang, East Java, Indonesia
E-mail: [email protected]


Contact Person:
Dwi Irawan +62 857-3248-5677
Happy Febrina +62 818-0511-0022

 

Detail Info:

https://ichsos.umm.ac.id/

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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 [email protected]

 

Detail Info:

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