CV
Curriculum Vitae
General information
Name | Randy Frans Fela |
Label | Perceptual Evaluation Engineer | PhD | Research Mentor |
rffela@gn.com | |
Url | https://fransfela.github.io/ |
Summary | Perceptual evaluation researcher with over 6 years of experience designing and conducting human-subject experiments to assess audiovisual product experiences. Specialized in experimental design (DoE), psychophysical testing, evaluation, and development of objective metrics using statistical and machine learning models. Founder of MentoringBangRandy, providing 1-on-1 guidance for Indonesian students pursuing international graduate programs. |
Work
-
2024.03 - 2026.12 Co-Researcher
PHC Nusantara Project
French-Indonesian S&T Cooperation Program focused on speech-to-text analysis.
- Designed and implemented a speech-to-text pipeline to objectively analyze qualitative data using NLP techniques
-
2022.07 - Present Perceptual Evaluation Engineer
GN Audio (Jabra)
Leading perceptual quality evaluation for enterprise audio-video communication devices.
- Led design, execution, and analysis of human-subject studies to evaluate perceptual quality of audio/video systems using psychophysical methods, quantitative metrics, and UX protocols
- Founded and managed the GN Global Assessor Panel using ISO 8586 framework, including assessor training, tracking, and reliability scoring
- Partnered with cross-functional teams (UX, Research Scientists, Marketing) to develop algorithms and integrate user insights into design and product roadmap; contributed to launch of 6+ A/V products
- Applied DoE techniques to reduce testing load while preserving statistical power; cut trial count by up to 55%
- Co-supervised graduate research (MSc/PhD) in overall/feature-based audio/video evaluation
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2019.01 - 2022.06 Industrial PhD Researcher, EU ITN RealVision
SenseLab, FORCE Technology
Research on immersive multimedia quality evaluation methods.
- Designed and led human-subject studies on 360° video and spatial audio to model immersive experience quality
- Developed and validated predictive models using regression, PCA, and supervised ML techniques (Python/R)
- Created open-access dataset (HOA-SSR) combining ambisonics and 360° video content for A/V quality benchmarking
- Introduced robust panelist selection methodology and improved repeatability using optimal experimental design
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2015.01 - 2018.12 Research Assistant
Bandung Institute of Technology & Gadjah Mada University
Collaborative research in auditory virtual reality and building acoustics.
- Developed audiovisual quality dataset and perceptual quality models
- Validated datasets with different perceptual testing paradigms
- Worked on spatial audio formats (surround, ambisonic) and implementation in real and virtual environments
Volunteer
-
2020.01 - 2021.12 Denmark
General Secretary
Indonesian Student Association in Denmark
Led administrative operations for Indonesian students in Denmark.
-
2020.01 - Present Remote
Founder & Mentor
MentoringBangRandy
Providing 1-on-1 mentoring for Indonesian students applying to international Master's, PhD, and Postdoc programs.
- Successfully guided 50+ students to acceptance at top universities worldwide
- 85% acceptance rate across mentees
- Total scholarships secured by mentees exceed $2M USD
- Active community of 10K+ followers across Instagram, Threads, and YouTube
Education
-
2019.01 - 2022.06 Kgs. Lyngby, Denmark
PhD
Technical University of Denmark
Electrical Engineering
- Immersive Audio-Video Quality
- Perceptual Evaluation Methodologies
- Machine Learning for Quality Prediction
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2017.10 - 2017.12 Manchester, UK
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2016.09 - 2016.09 Brisbane, Australia
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2016.08 - 2018.07 Bandung, Indonesia
M.Sc
Bandung Institute of Technology
Engineering Physics
- Auditory and Audiovisual Perception in VR Environment
-
2010.08 - 2015.05 Yogyakarta, Indonesia
Awards
- 2024.04.25
Winner of Microsoft Power Platform Hackathon
GN Store Nord & Microsoft
Won hackathon event for innovative solution using Microsoft Power Platform.
- 2019.09.01
Building Simulation 2019 Best Poster Award
Building Simulation Conference
Effect of Facade Thickness on Daylight Performance in a Reference Office Building
- 2017.01.01
World Class University Scholarship
Institut Teknologi Bandung
Sandwich Program Scholarship for research at University of Salford
- 2016.09.01
Australia Award Scholarship
Australian Government
Taking Business to The Next Level – A Course for Leaders, Entrepreneurs, and Innovators
Publications
-
2023.01.01 Comparison of Full Factorial and Optimal Experimental Design for Perceptual Evaluation of Audiovisual Quality
Journal of the Audio Engineering Society
Comparison of experimental design methodologies for perceptual evaluation, demonstrating significant reduction in testing load.
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2022.10.01 Assessor Selection Process for Perceptual Quality Evaluation of 360 Audiovisual Content
Journal of the Audio Engineering Society
Novel methodology for selecting and validating assessors for immersive content evaluation.
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2022.07.01 Perceptual Evaluation on Audio-visual Dataset of 360 Content
IEEE International Conference on Multimedia and Expo
Comprehensive dataset and evaluation framework for 360-degree audiovisual content.
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2021.10.01 Perceptual Evaluation of 360 Audiovisual Quality and Machine Learning Predictions
IEEE Multimedia and Signal Processing Conference
ML-based quality prediction models for immersive content.
-
2020.06.01 Towards a Perceived Audiovisual Quality Model for Immersive Content
International Conference on Quality of Multimedia Experience
Framework for modeling perceived quality in immersive multimedia.
Skills
Perceptual Evaluation | |
Psychoacoustics | |
Subjective Testing (MUSHRA, MOS, ABX) | |
Audio-Video Quality Assessment | |
Experimental Design (DoE) | |
Assessor Panel Management | |
ISO 8586 Standards |
Signal Processing & Analysis | |
Audio Processing (MATLAB, Python) | |
Spatial Audio (Ambisonics, Binaural) | |
Video Processing (H.265, H.266, 360Lib) | |
FFmpeg | |
REAPER, Adobe Audition |
Machine Learning & Statistics | |
Statistical Analysis (R, SPSS, JMP) | |
Machine Learning (Python, scikit-learn) | |
Predictive Modeling | |
PCA, Regression Analysis | |
Design of Experiments (DoE) |
Programming & Development | |
Python | |
MATLAB | |
R | |
Git | |
HTML/CSS (basic) | |
LaTeX |
Natural Language Processing | |
Speech-to-Text Pipelines | |
Qualitative Data Analysis | |
Text Processing | |
Sentiment Analysis |
Immersive Technologies | |
360° Video Production | |
Spatial Audio | |
Unity3D (VR Development) | |
HTC Vive, Mixed Reality Headsets | |
Resonance Audio, Steam Audio |
Languages
Indonesian | |
Native speaker |
English | |
Fluent (Professional working proficiency) |
Danish | |
Basic |
Interests
Perceptual Science | |
Psychoacoustics | |
Audio-Video Quality | |
Human Perception | |
Immersive Media |
Machine Learning & AI | |
Quality Prediction | |
Natural Language Processing | |
Statistical Modeling | |
Item Response Theory |
Education & Mentoring | |
Academic Mentoring | |
PhD Application Guidance | |
Career Development | |
Knowledge Sharing |
References
Dr. Nick Zacharov, D.Sc. (Tech.) | |
Senior Technical Manager - Perceptual Audio Evaluation at Meta Reality Labs, Paris. Former mentor during PhD research. Available upon request. |
Projects
- 2024.01 - Present
GN Global Assessor Panel
Founded and managed company-wide assessor panel following ISO 8586 standards for perceptual quality evaluation across all GN Audio products.
- Established training program and reliability tracking system
- Reduced inter-assessor variability by 40%
- Expanded panel to 50+ trained assessors globally
- 2020.01 - 2022.06
HOA-SSR Dataset
Created open-access Higher-Order Ambisonic Sound Scene Repository combining spatial audio and 360° video for immersive quality research.
- Published dataset used by 15+ research institutions
- Contributed to standardization efforts in immersive media
- Enabled reproducible research in audiovisual quality
- 2024.10 - Present
MentoringBangRandy
Founded mentoring service helping Indonesian students secure international graduate admissions and scholarships.
- 50+ successful mentees accepted to top universities
- 85% acceptance rate
- $2M+ in scholarships secured
- 10K+ community across social media
- 2024.01 - 2024.06
Jabra Spatial Audio Evaluation
Developed and executed field evaluation methodology for spatial audio features in consumer headphones across Denmark and China markets.
- Cross-cultural perceptual study design
- Contributed to product tuning and launch
- User insights integrated into future roadmap