Make the inference visible before trusting it
Loss-on-ignition turns controlled mass change into an estimate of sediment composition, but temperature, duration and mineralogy determine what that loss can mean.
Loss-on-ignition weighs a dried sample, heats it at specified temperatures and weighs it again. The resulting mass losses are often used as estimates of organic matter and carbonate content. The procedure is simple and destructive, but the interpretation is not: structural water, sulphides, clay minerals, incomplete combustion and temperature-dependent reactions can contribute to the same balance change.
Frame the claimROUTE 02 · CHAPTERS 4–6
Work the evidenceROUTE 03 · CHAPTERS 7–9
Test transferROUTE 04 · CHAPTERS 10–12
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Chapter contents
01 · Frame the claim
02 · Work the evidence
03 · Test transfer
Decide whether loss-on-ignition is being used to compare occupation deposits, identify organic-rich features, characterise buried soils, screen sediments for further analysis or support a palaeoenvironmental sequence. An LOI percentage is not an activity label. Define the context, expected contrast and competing formation processes before selecting temperatures or sample spacing.
A common sequence dries the sample to constant mass, ignites it at a lower temperature to estimate organic matter, then heats it more strongly to estimate carbonate from carbon-dioxide loss. Exact temperatures and durations vary among protocols. Report each weighing basis and formula. Values produced at different settings are not automatically comparable, even when both are called LOI.
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Small samples are sensitive to balance error; large or deep samples may heat unevenly. Use clean pre-weighed crucibles, consistent sample mass and grind or homogenise only when compatible with the research question. Record furnace ramp, hold time, cooling procedure and crucible position. Cool in a desiccator before weighing because hot or rehydrating samples can shift mass. Run duplicates and reference material across furnace loads.
| Control | Purpose | Failure signal |
|---|---|---|
| Constant dry mass | Removes variable water | Mass still falling |
| Duplicate aliquot | Checks local repeatability | Large paired difference |
| Reference material | Checks run comparability | Batch drift |
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Mass lost at the organic-matter step is not pure carbon, and carbonate loss is not a direct mineral identification. Bound water may be released, organic material may remain, and carbonate can begin decomposing below the chosen upper step depending on mineralogy and grain size. Use terms such as LOI-estimated organic matter and LOI-estimated carbonate. If mineral identity or carbon concentration matters, confirm with methods such as elemental analysis, calcimetry, spectroscopy or diffraction.
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5. Build comparisons within one matrix and protocol
LOI is most defensible for relative patterns among comparable sediments processed together. Parent material, clay content, salinity and modern contamination can change response. Include local natural deposits, archaeological backgrounds and known reference layers where available. Randomise or balance samples across furnace runs so a site phase is not confounded with a particular batch.
| Comparison | Useful for | Main caution |
|---|---|---|
| Within context | Local heterogeneity | Aliquot may miss inclusions |
| Across phases | Stratigraphic change | Sediment source may differ |
| Across sites | Broad contrast | Protocol and matrix confounding |
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6. Worked example: a dark floor deposit beside a hearth
A dark layer yields 14% mass loss at the organic step, while nearby construction sediment yields 4%. The hearth ash yields 9% at the organic step and a much larger high-temperature loss. Duplicate floor samples agree within 0.4 percentage points, and micromorphology shows fine organic residues mixed with trampled mineral sediment. The team concludes that the floor is relatively enriched in combustible material; it does not convert 14% directly into carbon or call the deposit domestic waste. The ash demonstrates why colour and one LOI step are insufficient.
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7. Read stratigraphic patterns before isolated numbers
Plot LOI with depth, context boundaries, grain size and other proxies. A gradual rise may reflect soil development or changing sediment source; a sharp peak may mark a lens, contamination or a tiny heterogeneous inclusion. High-resolution sampling can expose short events but also increases sensitivity to local fragments. Preserve enough material for repeat or independent analysis because ignition destroys the tested portion.
| Pattern | Possible process | Independent check |
|---|---|---|
| Organic-step peak | Organic enrichment | Micromorphology or carbon analysis |
| Carbonate-step peak | Carbonate-rich input | Calcimetry or mineralogy |
| Gradual depth trend | Soil or source change | Grain size and stratigraphy |
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8. Changed-context transfer check: a shell-rich midden
A midden sample loses substantial mass at the high-temperature step. The transferable principle is to interpret mass loss through matrix and independent evidence. Here shell carbonate dominates, but burning, dissolution and mixed sediment may alter the result. A standard carbonate calculation derived for homogeneous sediment cannot establish shell abundance, species or depositional history. Sieve records, shell counts and mineralogical checks are needed.
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A standard furnace setting does not make results universal. LOI is not synonymous with organic carbon, and multiplying by a fixed conversion factor can conceal variation in organic composition. A high-temperature loss is not uniquely calcium carbonate. More decimal places do not improve accuracy when furnace conditions or sample heterogeneity dominate. Agreement between duplicates tests repeatability of that aliquot, not representativeness of the archaeological context.
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Archive context and depth, sampling rationale, storage, pretreatment, particle-size decision, wet and dry masses, crucible IDs, balance precision, furnace program, run layout, duplicates, blanks and every intermediate weighing. Calculate percentages from retained raw masses with scripted formulas. Test sensitivity to outliers, batch effects and alternative thresholds, and state where sample consumption limits verification.
| Audit stage | Retain | Failure signal |
|---|---|---|
| Field | Context, depth and sample plan | Loose sediment provenance |
| Laboratory | Masses, crucibles and furnace log | Only percentages remain |
| Interpretation | Comparators and alternatives | LOI treated as compound identity |
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What temperature should be used? Follow a validated protocol suited to the matrix and report it exactly; there is no context-free universal setting. Can LOI compare different sites? Only cautiously when preparation, temperatures, duration and sediment properties are compatible. Is the test quantitative? It produces quantitative mass loss, but composition estimates remain method- and matrix-dependent. Can the sample be reused? Usually not for analyses affected by heating, so subsampling must be planned.
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12. The gold standard reports what burned, not what was imagined
Strong loss-on-ignition work combines controlled weighing with a formation question, comparable matrices and independent checks. It calls the outputs estimates, shows the thermal protocol and retains the raw mass chain. The gold standard uses a simple method without giving it a simple meaning: archaeological interpretation begins after the balance reading, not before it.
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Continue through verified routes
Core route
- Archaeology: subject root and specialist index
- The Gold Standard of Education: learning transfers into life
- The Gold Standard: eduKate Singapore
- How X Works: systems and first-principles hub
Specialist route
- Sediment micromorphology, sampling orientation and microcontext
- Soil phosphate analysis, background gradients and activity areas
- Magnetic susceptibility, background variation and activity areas
- Bulk samples, subsampling and rare-find detection
- Assemblage integrity, refitting and mixed deposits
