Jeffery Nketiah

Materials Scientist / Data Analyst

Jeffery NketiahMSc

I spent the last few years studying how batteries work and fail, running fluoride-ion solid-state battery research at CNRS in France. Now I write Python for a living: cleaning cycling data, modeling cell degradation, and turning lab results into tools people actually use. Looking for data analyst and R&D data roles where a materials science background is an asset, not something to explain away.

About

From the electrochemistry lab to the data pipeline

XRDSEM-EDXEISTGA

My MSc is in Materials for Energy Storage and Conversion, an Erasmus Mundus program (MESC+), and it's where I picked up hands-on electrochemical characterization: XRD, SEM-EDX, EIS, TGA. During a research internship at CNRS-LRCS in France, I spent six months synthesizing solid electrolytes and building all-solid-state fluoride-ion cells, managing multi-technique experimental datasets along the way. That work landed on an ionic conductivity of 10⁻⁴ S/cm and a working prototype at 32% of theoretical capacity.

Before that, and running alongside my studies, I taught Cambridge IGCSE physics and chemistry for three years. That's where LaboraVR came from: I saw how much a lack of physical lab access held students back, and I wanted to fix it.

Since late 2025 I've worked continuously on the data side of machine learning: search and content quality evaluation at Welocalize, generative AI output rating at Telus International, and multimodal dataset generation at Waffle Video Inc. It's given me the practical, high-volume data experience that pairs with the research background rather than sitting next to it.

I know what an EIS spectrum means before I regress on it.

Projects

Things I've built

Battery Life Prediction

Predicting cycle life from the first 100 cycles

Built on the MIT/Stanford battery degradation dataset, this asks whether early-cycle discharge data can predict a lithium-ion cell's total cycle life, fast enough to work as a QA screen. The obvious features didn't work: four standard metrics (capacity fade, internal resistance) couldn't beat a dummy baseline. Switching to curve-shape features, the variance in discharge capacity between cycles 10 and 100, brought the error down to 211 cycles, a real but modest improvement I say so directly in the writeup rather than overselling it. Full CRISP-DM workflow, cross-validated, deployed on Streamlit.

Pythonscikit-learnCRISP-DMStreamlit

Energy Storage Dashboard

Tracking the money behind battery companies

An automated pipeline that pulls historical share price and balance sheet data through yfinance for companies like QuantumScape and Enphase Energy, cleans and normalizes it, then renders dual-panel time series comparing market valuation against actual revenue. Built to check whether the market is pricing these companies in line with what they are actually earning.

PythonyfinancePandasPlotly

LaboraVR

VR science labs for schools without a lab

Browser-based VR chemistry, physics, and biology simulations for schools that can't run certain experiments, either because the equipment is too expensive or the experiment itself is too hazardous for a resource-limited classroom. It came directly out of three years teaching Cambridge IGCSE physics and chemistry in Accra, where I helped set up the school's science lab and felt exactly where equipment scarcity capped what students could actually do.

Next.jsReact Three FiberThree.jsTailwind CSS

Also worked on

APA Group: Engineering for New Energy

Solar PV scope of work for a virtual project development team

A Forage job simulation for APA Group's Project Development team. I used solar PV and battery storage concepts to build out a Basis of Design document, calculated a solar plant's installed capacity, capacity factor, and greenhouse gas offset potential, and worked through an operational troubleshooting exercise.

Solar PVBattery StorageProject Development

Siemens Mobility: Operations Industrial Engineer

Layout optimization for a high-speed rail production line

A Forage job simulation for Siemens Mobility's high-speed rail team. I identified a bottleneck in the wheel assembly section, proposed a layout change to fix it, and built the case for the change into a technical presentation.

Process OptimizationData-Driven Decisions

Research

Fluoride-ion solid-state batteries at CNRS-LRCS

My MSc runs through MESC+, an Erasmus Mundus Joint Master's with mandatory mobility across three European universities: a semester at Warsaw University of Technology, a semester at Université Paul Sabatier Toulouse III, and the degree-awarding institution, Université de Picardie Jules Verne. Coursework covered solid-state chemistry, crystallography, and conductivity mechanisms in electrolytes, energy storage devices from supercapacitors to Li-ion and Na-ion cells, and characterization techniques including XRD, FTIR, DSC, EIS, PITT, GITT, and EQCM. During that first semester in Warsaw, our class attended a seminar by Prof. M. Stanley Whittingham, who won the 2019 Nobel Prize in Chemistry for his work on lithium-ion batteries: "The Electric Economy and Climate Change: The Critical Role of Energy Storage."

The thesis work happened at CNRS-LRCS in Amiens, under the PEPR FRISBI national programme: Toward the Fabrication of a Fluoride-Based All-Solid-State Battery Working at Room Temperature. Fluoride-ion cells swap lithium-ion's flammable liquid electrolyte for a solid fluoride conductor, which removes the fire risk and opens the door to higher energy density, but getting one to actually conduct at room temperature is the hard part.

I synthesized the candidate solid electrolytes, BaSnF₄, PbSnF₄, and CsPb₁₋ₓKₓF₃₋ₓ, through solid-state reactions inside an argon glovebox, and got BaSnF₄ to an ionic conductivity of 10⁻⁴ S/cm at 25°C. XRD refinement confirmed the phase was 100% pure tetragonal BaSnF₄. From there I assembled full asymmetrical all-solid-state fluoride-ion cells using spark plasma sintering: a PbF₂/BaSnF₄/VGCF cathode composite against a LaScSi/BaSnF₄ anode composite. The result was a functional room-temperature prototype at 32% of theoretical capacity. I defended the thesis and presented the findings at LRCS Scientific Days.

Managing the multi-technique dataset behind all of this, matching XRD phase data against EIS conductivity numbers against TGA thermal profiles, turned into its own problem. It's a big part of why I ended up gravitating toward the data side of this work.

10⁻⁴ S/cm

ionic conductivity, BaSnF₄ at 25°C

32%

of theoretical capacity in prototype

100%

pure tetragonal phase, confirmed by XRD

Presenting the master thesis defense at LRCS, Amiens
Thesis defense, LRCS
Standing next to the LRCS scientific poster on fluoride-ion battery research
Poster presentation
Graduation day with Prof. Christian Masquelier
With Prof. Christian Masquelier
Graduation day with Prof. A. A. Franco
With Prof. A. A. Franco
Graduation day with Prof. Simon at Université de Picardie
With Prof. Simon
The full MESC+ graduating class outside Université de Picardie
The MESC+ graduating class
Testing a VR headset used to visualize battery materials manufacturing and design
VR tools for visualizing battery materials
Meeting Prof. M. Stanley Whittingham, 2019 Nobel Prize in Chemistry, in Warsaw
With Prof. M. Stanley Whittingham, 2019 Nobel Laureate

In the lab

Working inside an argon glovebox
Argon glovebox
Schlenk line setup for air-sensitive synthesis
Schlenk line synthesis
Vial labeled BaSnF4, synthesized at 300 degrees Celsius
BaSnF₄, synthesized at 300°C
Tape-casting machine used for electrode film casting
Electrode tape casting
Hydraulic press used for pellet fabrication
Pellet press
Pressed electrolyte pellet electrodes
Pressed electrolyte pellets
Measuring pellet thickness with a digital caliper
Measuring pellet thickness
Cell wired up for EIS measurement
Cell wired for EIS
XRD diffractometer used for phase analysis
XRD diffractometer
A test pouch cell hand-labeled JEFF, clamped for measurement
Every test cell got labeled by hand

Skills

What I actually work with

Data & ML

PythonPandasNumPyscikit-learnStreamlitPlotlyMachine LearningGit & GitHub

Battery & Materials

XRDSEM-EDXEISTGAFTIRDSCPITT / GITTSolid-State SynthesisSpark Plasma Sintering

Lab & Software

Argon Glovebox HandlingEC-LabFullprof SuiteOriginLabChemical & Fire Risk Assessment

Highlights

Also that summer

At the European Forum Alpbach, Austria, 2024

European Forum Alpbach 2024

Selected participant on two tracks at one of Europe's larger policy forums: Climate ("Accelerating Climate Action through Science and Partnerships") and Finance ("Finance Unleashed: Innovate, Invest, Inspire"). Closer to actual decision-makers than most academic conferences get.

Volunteering at the Paris 2024 Olympic Games

Paris 2024 Olympics

Volunteered on the Protocol team for the Paris 2024 Olympic and Paralympic Games, working accreditation and information points for the Olympic Family in French and English.

Community

Cutting post-harvest losses in rural Ghana

In 2025 I co-led a climate technology pilot with Fab Hub Ashanti, funded by the EU and GIZ under Roots to Ghana, a tri-national program between the EU, Germany, and Ghana focused on sustainable employment and climate-resilient development. Working with local farmers and students in Asiwa and Aboabo Kesse, we co-engineered a solar dehydrator from locally sourced materials, built to dry perishable crops without relying on the grid.

I ran the project end to end: engineering, sourcing materials, building with the Fab Hub team, and running demo days for campers and the surrounding community. I was also the liaison between the EU and GIZ and the organization implementing the work on the ground. The dehydrator cut post-harvest losses by roughly 30% for the farmers who adopted it.

I stayed on afterward as a visiting scholar and mentor, working with young innovators on green technology and sustainable design, including a keynote on sustainable lifestyles at the iFAB Mentoring Day.

Presenting at the Fab Hub Ashanti youth camp
Fab Youth Camp, Aboabo Kesse
Building the solar dehydrator with campers
Building the solar dehydrator
Group photo at the Fab Hub Ashanti demo day
Demo day, Fab Hub Ashanti
With Ama Duncan, founder of Fab Hub Ashanti
With Ama Duncan, founder of Fab Hub Ashanti
Testimonial video, Roots to Ghana initiative
Watch the video
Testimonial video, Roots to Ghana initiative

Contact

Open to Data Analyst, Battery Data, and R&D Data roles, worldwide or remote.

If that's what you're hiring for, reach out directly. I answer email fastest.

jefferynketiah20@gmail.com