Keras

Keras is an open-source Python library for building neural networks, supporting multiple backends like TensorFlow, JAX, and PyTorch.

Underground Mining

Underground mining extracts ore through shafts, declines, and drifts using methods such as room-and-pillar, cut-and-fill, sublevel stoping, and block caving, each tailored to the geometry, grade, and rock mechanics of the specific orebody. As a hard skill it requires understanding ground-support design, ventilation requirements, blasting and mucking cycles, and the logistics of moving people and materials safely through confined, often wet and gassy environments. Underground mining is the method of choice for deep, high-grade, or geometrically complex deposits, and demands disciplined adherence to safety culture across every shift to manage the ground, gas, and equipment hazards inherent in the underground environment.

Data Science, Analytics & Visualization

Data science, analytics, and visualization turn the streams of measurements off battery production lines into actionable conclusions about yield, cell capacity drift, and field reliability. As a hard skill it requires fluency in exploratory analysis (Python/pandas, R, SQL), inferential statistics, and visualization tools that surface trends to non-technical stakeholders (Power BI, Tableau, ggplot, matplotlib). Practitioners apply it when characterizing a new cell chemistry's formation distributions, building dashboards that operators use to spot drift in real time, and presenting field-warranty findings to executives in a form they can act on.

Generative AI (Gen AI)

Generative AI creates new content—like text, images, or music—by learning patterns from existing data and producing original outputs.

Recruiting & Hiring

Recruiting and hiring is the workflow that takes a workforce plan and converts it into productive employees, covering sourcing, screening, structured interviewing, assessment, offers, and onboarding. Strong programs combine ATS platforms, employer-brand work, and rigorous selection processes that reduce bias and predict performance. In skills-short industrial and technical fields, time-to-fill and quality-of-hire are among the most consequential operating metrics a company tracks.

Unit Operations

Unit operations are the discrete, physical processing steps — distillation, absorption, extraction, filtration, crystallization, evaporation, drying, heat exchange, and reaction — that chemical and refining engineers assemble into process flowsheets. As a hard skill it requires understanding the governing transport phenomena (mass, heat, and momentum transfer) that size each operation, selecting equipment based on feed characteristics and product specifications, and troubleshooting performance deviations from design. Practitioners apply unit operations knowledge throughout the process life cycle: sizing a distillation column in preliminary design, diagnosing poor separation in an operating refinery, and optimizing energy consumption by improving heat integration across multiple unit operations.

Business 101

Business 101 fundamentals introduce the structures, functions, and economics that every commercial enterprise rests on — ownership forms, value chains, revenue and cost models, competition, and basic strategy. It also covers the cross-functional view of how marketing, operations, finance, and HR fit together inside a firm. The topic is the shared baseline that lets specialists from technical disciplines engage with business decisions on their merits.

Neural Networks

Neural networks are computational models inspired by the brain, used in AI to process data, recognize patterns, and make predictions. They consist of interconnected layers of artificial neurons and are trained using large datasets. Modern neural networks power applications such as image recognition, language processing, and generative AI. Training them requires significant computing resources and careful data handling to avoid bias and ensure reliability.

Forklifts

Forklifts are the workhorse of warehouses, distribution centers, and manufacturing floors, moving palletized and heavy loads in tight spaces with high frequency. OSHA-mandated operator training covers vehicle classes (counterbalance, reach, order picker), pre-shift inspections, load capacity, pedestrian safety, and stable stacking practices. Forklift skill and discipline are central to both throughput and safety, since this class of equipment is involved in a disproportionate share of warehouse incidents.

Card Lists Demo

Wiring

Wiring — selecting conductor size, color-coding, terminating, routing, labeling — is the daily detail work that turns a schematic into a functioning electrical installation on a battery production line or in a pack. As a hard skill it requires NEC table reading for ampacity, understanding stranded vs solid for vibration and flex life, proper crimp technique with calibrated tools, and the documentation discipline so the next electrician can trace a wire back to its source. Electricians apply this on every panel build, every cable harness on a pack-test rig, and every re-pull when a sensor fails and has to be replaced without disrupting the rest of the harness.

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Electroanalytical Techniques

Electroanalytical techniques — cyclic voltammetry, chronoamperometry, chronopotentiometry, rotating-disk and rotating-ring-disk methods, and pulsed voltammetries — measure current, charge, and potential to study electron-transfer reactions at electrodes. R&D scientists use them to characterize redox couples, reaction mechanisms, electrocatalysts, and battery and corrosion behavior. Skilled practitioners combine controlled cell hardware, clean electrodes and electrolytes, and rigorous analysis to extract kinetic and thermodynamic parameters from noisy data.

Agentic AI & AI Agents

AI agents autonomously execute tasks, while agentic AI coordinates multiple agents to manage complex workflows and adapt with minimal supervision.

Differential Scanning Calorimetry (DSC)

Differential scanning calorimetry (DSC) measures heat flow in or out of a sample as it is heated or cooled, revealing transitions such as melting, crystallization, glass transition, and reaction enthalpies. R&D scientists use it to characterize polymers, pharmaceuticals, food, energetic materials, and battery components, with quantitative kinetics extracted via methods like Kissinger or Vyazovkin. Routine DSC is a workhorse technique in materials labs and is closely paired with TGA for full thermal characterization.

ElevenLabs

ElevenLabs software offers AI-powered text-to-speech, voice cloning, dubbing, music generation, and speech recognition tools for lifelike audio.

Business Intelligence Tools

Business intelligence tools — Power BI, Tableau, Looker, Qlik, and similar platforms — turn transactional data from ERPs, CRMs, and operational systems into dashboards and self-service analytics that drive day-to-day decisions. Strong practitioners model data, build semantic layers, design visuals for the audience, and govern access and refresh schedules so dashboards stay trustworthy. BI is increasingly the connective tissue between line-of-business operations and the modern data stack.

Deep Learning

Deep learning uses multilayered neural networks to automatically learn data representations and excels in tasks like vision, speech, and NLP.

Nuclear Magnetic Resonance (NMR) Spectroscopy

Nuclear magnetic resonance (NMR) spectroscopy probes the local electronic environment of NMR-active nuclei — 1H, 13C, 7Li, 19F, 31P, and others — via their resonance frequencies in a magnetic field, yielding structural, dynamic, and quantitative information in solution and solid state. As a hard skill it requires selecting the appropriate pulse sequence and nucleus, preparing samples at correct concentration in compatible solvents or rotors, and interpreting chemical shifts, multiplicities, coupling constants, or solid-state lineshapes. Battery researchers apply NMR to elucidate electrolyte decomposition product structures, track lithium-ion coordination and transport in electrolytes, and characterize solid electrolyte interfaces and cathode ordering in operando experiments.

Natural Language Processing (NLP)

Natural language processing (NLP) is a computer science field focused on enabling computers to understand, interpret, and generate human language.

Computational Chemistry

Computational chemistry uses quantum-mechanical and molecular-mechanics methods — DFT, ab initio, molecular dynamics, Monte Carlo — to predict the structure, energetics, and reactivity of molecules and materials. Practitioners use packages like VASP, Gaussian, Quantum ESPRESSO, LAMMPS, and GROMACS to screen candidates, interpret spectra, and rationalize experimental observations. The discipline accelerates R&D in catalysis, batteries, polymers, and pharmaceuticals by narrowing the experimental search space before lab work begins.

Alabama-Georgia (AL-GA) Hub

The Alabama-Georgia Hub brings together individuals interested in the future of transportation, energy, and innovation across the Southeast. Whether you’re working in the field or considering a career in it, the hub offers a place to explore developments in electric vehicles, battery manufacturing, advanced logistics, and smart infrastructure.

Six Sigma

Six Sigma applies the DMAIC framework — Define, Measure, Analyze, Improve, Control — to reduce defects in battery production toward statistical zero. As a hard skill it requires designed experiments (DOE), measurement system analysis, process capability studies (Cp, Cpk), and hypothesis testing using tools like Minitab or JMP. Belted practitioners apply Six Sigma to chase down sources of variation in electrode coating weight, cell capacity, and pack-level electrical isolation, where parts-per-million defects cost real money at automotive volumes.

Society of Physics Students (SPS)

The Society of Physics Students (SPS) -operated by the American Institute of Physics (AIP) - is a chapter-based society that is open to anyone interested in physics.

Virtual/Augmented Reality

Virtual and augmented reality (VR/AR) tools project digital information onto the physical battery production environment — assembly instructions, equipment overlays, remote-expert guidance — to reduce errors and training time. As a hard skill it requires authoring training scenarios, integrating with MES and PLM systems for live data, and selecting hardware (headsets, tablets, smart glasses) appropriate for cleanroom and dry-room constraints. Manufacturers apply VR/AR for operator onboarding on cell-stacking lines, maintenance procedures on coating equipment, and remote troubleshooting where a vendor can guide an on-site technician hands-free.

The Electrochemical Society (ECS)

The mission of The Electrochemical Society is to advance theory and practice at the forefront of electrochemical and solid state science and technology, and allied subjects.

Mine Reconciliation

Mine reconciliation compares predicted tonnes and grades from the resource and reserve models against what is actually mined, processed, and sold, exposing discrepancies that drive corrective action. Reconciliation factors (F1/F2/F3) flow back into block-model parameters, blasting practice, dilution control, and metallurgical assumptions. Disciplined reconciliation is how an operation closes the loop between geology, mining, and the mill — and how it builds defensible reserve statements over time.

The Canadian Institute of Mining, Metallurgy & Petroleum (CIM)

The Canadian Institute of Mining, Metallurgy and Petroleum is a not-for-profit technical society of professionals in the Canadian minerals, metals, materials and energy industries.

Minitab

Minitab is the dominant statistical analysis package for quality engineers — used to run capability studies (Cp, Cpk), control charts, designed experiments (DOE), and gauge R&R analyses on battery cell and pack production data. As a hard skill it requires fluency in DOE design (factorial, fractional, response surface), control chart selection by data type, hypothesis testing, and the interpretive discipline to distinguish statistical significance from practical significance. Quality engineers apply this during cell-formation DOE work, when establishing initial control limits on a new coating line, and when running gauge R&R on incoming inspection of cell vendor shipments.

Society for Women Engineers (SWE)

For more than seven decades, SWE has given women engineers a unique place and voice within the engineering industry. Our organization is centered around a passion for our members’ success and continues to evolve with the challenges and opportunities reflected in today’s exciting engineering and technology specialties.

Optical Emission Spectroscopy (OES)

Optical emission spectroscopy (OES) measures light emitted by excited atoms or ions to determine elemental composition, used in both analytical chemistry (ICP-OES) and industrial metal analysis (spark/arc OES for alloys). As a hard skill it requires understanding excitation source selection, spectral line choice to avoid interferences, matrix matching of calibration standards, and routine maintenance of optical alignment and electrode wear in spark-source instruments. Battery researchers apply ICP-OES to quantify dissolved cathode metals in aged electrolytes and certify incoming raw material stoichiometry, while manufacturing engineers use spark OES to verify metal alloy composition in current collectors and pack structural components.

WomenTech Network

WomenTech Network’s mission is to empower women in tech through leadership development, professional growth, mentorship, and networking events. WomenTech Network is inspiring women to make a difference by building impactful and inclusive technology while introducing them to like-minded people, inspiring speakers, and opportunities at leading companies that aim to create diverse teams and a culture of belonging.

Laboratory Glassware

Laboratory glassware — flasks, beakers, graduated cylinders, burettes, condensers, and reaction vessels — is the primary hardware for solution preparation, chemical synthesis, and titrations in battery and materials R&D. As a hard skill it requires selecting the appropriate vessel for the reaction or measurement, using volumetric glassware within its specified accuracy class, and recognizing when material compatibility requires switching to PTFE or other alternatives for aggressive solvents or strong bases. Sound glassware practice is foundational to reproducible synthetic and analytical work, where volume errors and chemical contamination propagate directly into experimental conclusions.

Society for Mining, Metallurgy & Exploration (SME)

The Society for Mining, Metallurgy, and Exploration (SME) is a professional society (nonprofit 501(c)(3) corporation) whose nearly 15,000 membership represents all professionals serving the minerals industry in more than 85 countries. SME members are engineers, geologists, metallurgists, educators, students and researchers.

VBA

Visual Basic for Applications (VBA) is the macro language that runs inside Microsoft Office — battery quality teams still use it heavily for Excel-based test reports, automated PPAP documentation, and the one-off automations that bridge between an analyst's workbook and a vendor's data extract. As a hard skill it requires fluency in the Excel object model (Workbooks, Worksheets, Ranges, charts), the editor's debugging tools, and the discipline of writing macros that won't break when the source data shape shifts. Analysts apply this when automating the daily-yield rollup in Excel, when generating PPAP test report templates from raw cell-formation data, and when stitching Excel reports together for engineering reviews where Tableau and Power BI aren't available.

International Society of Automation (ISA)

The International Society of Automation (ISA) is a non-profit professional association of engineers, technicians, and management engaged in industrial automation.

Battery Materials & Electrodes

Battery materials and electrode science covers the selection, synthesis, formulation, and characterization of active materials, binders, conductive additives, and current collectors that make up practical battery electrodes. As a hard skill it requires understanding structure-property-performance relationships across cathode chemistries (NMC, LFP, NCA, LMFP), anode materials (graphite, silicon, lithium metal), and electrolyte systems, as well as proficiency in slurry preparation, coating, and calendering at lab scale. Researchers apply this knowledge to design electrodes that balance energy density, power, cycle life, and safety for the target battery application.

National Society of Professional Engineers (NSPE)

The National Society of Professional Engineers was founded in 1934 to help Professional Engineers live out those commitments.

R&D Methodology

R&D methodology encompasses the principles, frameworks, and practices that guide rigorous scientific inquiry — hypothesis formulation, experimental design, data collection, statistical analysis, peer review, and knowledge management. As a hard skill it requires understanding the difference between screening, optimization, and mechanistic experiments, using controls and replicates correctly, and maintaining traceable records that allow others to reproduce and build on the work. Battery researchers apply sound R&D methodology to avoid false positives in material screening, distinguish real performance gains from noise, and generate publication-quality evidence that advances the field and satisfies funding-agency reporting requirements.

International Society of Explosives Engineers (ISEE)

The International Society of Explosives Engineers (ISEE) was created in 1974 to advance the science and art of explosives engineering.

Lithography

Lithography — photolithography, nanoimprint, and electron-beam lithography — patterns features on substrates by exposing a radiation-sensitive resist through a mask or direct write, then developing and transferring the pattern into functional layers. As a hard skill it requires selecting the appropriate lithography technology for the resolution and throughput required, controlling exposure dose and development conditions, and troubleshooting defects such as undercutting, bridging, and adhesion failure. Battery researchers apply lithography to fabricate patterned thin-film micro-battery architectures, interdigitated current collectors, and reference electrodes for fundamental electrochemical studies requiring defined electrode geometry.

International Facility Management Association (IFMA)

Founded in 1980, we are the world's largest and most widely recognized association for facility management professionals, supporting over 25,000 members in more than 140 countries.

Potentiostats & Galvanostats

Potentiostats and galvanostats are the central instruments of electrochemical research, controlling the voltage or current applied to an electrochemical cell and measuring the resulting response for techniques including cyclic voltammetry, chronoamperometry, EIS, and battery cycling. As a hard skill it requires selecting and configuring the instrument for the cell's impedance and current range, designing experiments appropriate to the electrochemical question, and troubleshooting artifacts from contact resistance, reference electrode instability, or cable pickup. Battery researchers use potentiostats and galvanostats for every stage of the R&D cycle — from fundamental electrolyte screening to full-cell formation and cycle-life testing.

SACNAS

There is a future where STEM reflects the demographics of our country, so the field is better equipped to solve our world's most pressing problems. Through our people, programs, and partnerships, SACNAS has taken a radical approach to lead with culture and identity as the means to achieve true diversity in STEM.

Manufacturing & Engineering

Manufacturing engineering translates battery cell and pack designs into the equipment, tooling, layouts, and process flows that produce them at scale. As a hard skill it requires capacity analysis, line balancing, equipment selection, tooling design, and process validation. Engineers apply it to specify electrode coating lines, lay out cell assembly cells, define cycle times for stacking and welding stations, and validate that the installed line will hit its takt and yield targets.

Institute of Industrial & Systems Engineers (IISE)

The Institute of Industrial and Systems Engineers (IISE), formerly the Institute of Industrial Engineers, is the world's largest professional society dedicated solely to the support of the industrial engineering profession and individuals involved with improving quality and productivity.

R

R is the statistical-computing language favored by quality engineers and academic-leaning battery research teams — used for advanced statistical modeling, mixed-effects models on cell-aging data, and the visualization work where ggplot has no real peer. As a hard skill it requires fluency in tidyverse idioms (dplyr, tidyr, ggplot2), statistical model interpretation (lm, glm, mixed models), R Markdown for reproducible reports, and the package ecosystem that surrounds it (CRAN, Bioconductor). Statisticians and quality engineers apply this when running a designed experiment on cell-coating parameters, when modeling battery capacity fade with random effects across cell lots, and when authoring reproducible analysis reports that ship to regulators.

Manufacturing Skill Standards Council (MSSC)

Manufacturing Skill Standards Council (MSSC) ®, a 501(c)3 non-profit, is an industry-led, training, assessment and certification system focused on the core skills and knowledge needed by the nation’s front-line production and material handling technicians.

Light/Optical Microscopy

Light optical microscopy uses visible light and a system of lenses to magnify and image sample surfaces and cross-sections, providing fast, nondestructive observation of microstructure, defects, and morphology at micron resolution. As a hard skill it requires preparing polished or etched metallographic sections, selecting objective magnification and illumination mode (brightfield, darkfield, polarized, DIC), and calibrating the scale bar for accurate measurement. Battery researchers apply optical microscopy to examine electrode morphology, detect delamination and cracking in cross-sections, and screen for lithium dendrite formation in post-mortem cell analysis.

National Society of Black Physicists (NSBP)

The organization seeks to develop and support efforts to increase opportunities for African Americans in physics and to increase their numbers and visibility of their scientific work. It also seeks to develop activities and programs that highlight and enhance the benefits of the scientific contributions that African American physicists provide for the international community.