CV

Curriculum Vitae

General information

Name Randy Frans Fela
Label Perceptual Evaluation Engineer | PhD | Research Mentor
Email 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
  • 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
  • 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
  • 2017.10 - 2017.12

    Manchester, UK

    Research Student
    University of Salford
    Acoustics
    • Acoustics Research Center
  • 2016.09 - 2016.09

    Brisbane, Australia

    Short Course
    Queensland University of Technology
    Business Technology
  • 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

    B.Eng
    Gadjah Mada University
    Engineering Physics
    • Acoustic Emission

Awards

Publications

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