approachableKitchen-table level
Does rainfall make your local stream dirtier — and how long does it last?
How does water turbidity in a local stream change in the hours and days following heavy rainfall?
Measure: Turbidity measured against a printed Secchi/turbidity scale, sampled daily at a fixed point, versus a dry-weather baseline.
approachableSchool lab
How far from a gritted road does road salt actually travel?
Does soil salinity decrease with distance from a winter-gritted road, and at what distance does it return to background?
Measure: Electrical conductivity of soil samples taken at set distances from the kerb, against a control site far from any road.
approachableKitchen-table level
Can moss growing on walls tell you how polluted the air is?
Does the diversity or coverage of moss species on walls correlate with proximity to heavy traffic?
Measure: Percentage moss coverage in fixed quadrats at varying distances from a main road, versus a rural control.
stretchingSchool lab
Where do microplastics accumulate in a riverbed?
Does microplastic concentration in river sediment increase downstream of a town or wastewater outfall?
Measure: Particle counts per kilogram of dried sediment after density separation, compared upstream and downstream.
approachableKitchen-table level
How much hotter is your town centre than its outskirts?
How does surface and air temperature vary between paved, grassed and tree-shaded sites within one town?
Measure: Air and surface temperature at matched times of day across site types, repeated over several weeks.
approachableKitchen-table level
Is the night sky measurably darker outside your town?
How does night-sky brightness change with distance from the town centre?
Measure: Sky brightness via a phone light meter or star-count method at fixed distances, controlling for moon phase.
approachableKitchen-table level
What actually makes compost break down fastest?
Does carbon-to-nitrogen ratio or turning frequency have a bigger effect on compost decomposition rate?
Measure: Mass loss and internal temperature of replicate compost jars over eight weeks, against an unturned control.
approachableKitchen-table level
Can washing-up water be safely reused on plants?
Does irrigation with diluted greywater affect the growth of a fast-growing plant compared with tap water?
Measure: Height, leaf count and dry mass of replicate seedlings across dilutions, versus a tap-water control.
stretchingSchool lab
Do road-adjacent puddles contain more tyre-wear particles?
Does the density of dark rubber particulate in puddle water increase with road traffic volume?
Measure: Filtered particle counts under a microscope per litre, correlated with measured traffic counts.
approachableKitchen-table level
How fast does plastic actually break apart in sunlight?
How does UV exposure time affect the tensile strength and fragmentation of common plastic films?
Measure: Force to tear standardised strips after set outdoor exposure times, against strips kept in the dark.
approachableKitchen-table level
Does leaf litter decompose faster in woodland or grassland?
How does habitat type affect the rate of leaf-litter mass loss over a season?
Measure: Mass loss from identical mesh litter bags buried in each habitat, recovered at intervals.
approachableSchool lab
Is rainwater in your area more acidic near industry?
Does rainwater pH vary systematically between sampling sites at different distances from an industrial area?
Measure: pH of rainwater collected in identical clean funnels across sites, over many rain events.
stretchingKitchen-table level
How fast is an invasive plant spreading locally?
What is the rate of spread of a named invasive species along a river bank or verge over one season?
Measure: Mapped extent using fixed GPS points and quadrat coverage at monthly intervals.
approachableKitchen-table level
What is actually in your school's recycling bin?
What proportion of material placed in recycling bins is contaminated or non-recyclable, and does signage change it?
Measure: Sorted mass by category before and after introducing clearer signage, across multiple bins and weeks.
approachableKitchen-table level
Which ground cover best prevents soil erosion?
How does vegetation cover type affect soil loss under simulated rainfall on a slope?
Measure: Mass of sediment collected from runoff trays with different covers, at constant slope and water volume.
approachableSchool lab
Does opening a window actually improve classroom air?
How does CO2 concentration in an occupied room change with ventilation strategy?
Measure: CO2 ppm logged over lessons under different window/door configurations, controlling for occupancy.
approachableSchool lab
Can you score river health by the insects living in it?
Does the invertebrate biotic index of a stream change above and below a known pollution source?
Measure: Kick-sample invertebrate identification scored on a standard biotic index, replicated at each site.
approachableKitchen-table level
How much does shading from solar panels affect plants beneath?
How does partial shading affect the growth of a crop plant compared with full sun?
Measure: Biomass and leaf area of replicate plants under set shade fractions, versus unshaded controls.
approachableSchool lab
What does more dissolved CO2 do to a shell?
How does water acidified with dissolved CO2 affect the mass of calcium carbonate shells over time?
Measure: Dry mass loss of cleaned shells held in water at controlled pH values over several weeks.
approachableKitchen-table level
Where is your town loudest, and does it matter?
How does measured noise level vary across a town by time of day and land use?
Measure: Decibel readings on a calibrated phone app at fixed points and times, mapped and compared.
stretchingSchool lab
How many fibres does one wash actually shed?
How does fabric type affect the number of microfibres released in a single wash cycle?
Measure: Filtered fibre counts from wash water per garment mass, comparing polyester, cotton and blends.
approachableKitchen-table level
Do street trees measurably cool the pavement?
How much lower is surface temperature under street-tree canopy than on adjacent open pavement?
Measure: Infrared surface temperatures paired at matched times, across many tree/no-tree pairs.
approachableSchool lab
Does hand-washing technique matter more than soap type?
How does washing duration versus soap type affect the number of bacterial colonies cultured from hands?
Measure: Colony counts on nutrient agar from standardised hand contact plates across conditions, with a no-wash control.
approachableSchool lab
Which kitchen spices actually inhibit bacterial growth?
Do extracts of common culinary spices inhibit the growth of a harmless lab bacterium, and which is strongest?
Measure: Zone-of-inhibition diameter on seeded agar plates for each extract, against a solvent-only control.
approachableKitchen-table level
Which sugar do yeast actually prefer?
How does sugar type affect the rate of CO2 production by yeast at constant temperature?
Measure: Gas volume displaced per minute across sugar types, with equal molar concentrations and a no-sugar control.
approachableKitchen-table level
Do earthworms really improve soil that fast?
How does earthworm density affect water infiltration rate and organic matter breakdown in soil columns?
Measure: Time for a fixed water volume to drain through replicate columns, plus mass loss of buried litter.
approachableSchool lab
Is honey genuinely antibacterial, and does the source matter?
Do different honey types differ in their inhibition of bacterial growth, and does heating destroy the effect?
Measure: Zone of inhibition per honey type, raw versus heated, against a sugar-syrup control matched for sweetness.
stretchingSchool lab
Which surfaces grow the most biofilm?
How does surface material affect the amount of biofilm that forms under identical wet conditions?
Measure: Crystal-violet staining absorbance per unit area across materials, replicated.
approachableKitchen-table level
What do woodlice actually prefer?
Do woodlice show a measurable preference for humidity, darkness or substrate when given a choice?
Measure: Proportion of individuals on each side of a choice chamber over fixed intervals, with side swaps to control bias.
approachableKitchen-table level
What is actually growing in your local soil seed bank?
How does the number and diversity of seedlings germinating from soil samples vary by land use?
Measure: Seedling counts and morphospecies richness from equal soil volumes grown under identical conditions.
approachableKitchen-table level
Which flowers do pollinators actually visit most?
Does flower colour or species have a larger effect on pollinator visitation rate?
Measure: Visits per flower per ten-minute observation window, replicated across times of day and weather.
approachableKitchen-table level
What really slows mould growth on bread?
How do storage temperature, humidity and preservatives compare in delaying visible mould growth?
Measure: Days to first visible colony and percentage coverage over time across replicate slices.
approachableKitchen-table level
Can lichens map air quality across your town?
Does lichen community composition on trees vary with distance from a pollution source?
Measure: Lichen type frequency in fixed quadrats on comparable tree species along a transect.
approachableSchool lab
How much does extraction method change your DNA yield?
How does buffer composition or incubation temperature affect DNA yield from fruit?
Measure: Visible precipitate mass or absorbance ratio across protocols, replicated on identical fruit.
approachableKitchen-table level
What actually feeds fermentation in a sourdough starter?
How does flour type affect the rise rate and acidity of identical sourdough starters?
Measure: Height gain per hour and pH over a feeding cycle, across flour types with matched hydration.
ambitiousSchool lab
Can you find antibiotic-producing microbes in your own garden?
Do soil isolates from different local habitats differ in their ability to inhibit a harmless test bacterium?
Measure: Inhibition zones produced by soil isolates cross-streaked against a BSL-1 test organism.
ambitiousSchool lab
Do plants warn each other about damage?
Does mechanical damage to one plant affect a measurable defence response in a neighbouring plant?
Measure: Leaf toughness or trichome density in neighbours of damaged versus undamaged plants, blind-scored.
stretchingSchool lab
How much can a tardigrade actually survive?
How does desiccation duration affect tardigrade revival rate from moss samples?
Measure: Proportion revived after set dry periods, from moss collected at one site.
stretchingKitchen-table level
What makes fish school more tightly?
Does perceived threat measurably reduce inter-individual distance in a shoal?
Measure: Mean nearest-neighbour distance from overhead video frames, before and after a non-harmful visual stimulus.
approachableKitchen-table level
Do plant-based repellents actually work?
Do extracts of common aromatic plants reduce insect landing rate compared with a control?
Measure: Landing counts on treated versus untreated surfaces in a fixed observation period, using non-biting insects.
approachableSchool lab
Where in your school is the dirtiest surface really?
How does bacterial colony count vary by surface type and traffic level across a building?
Measure: Colony counts from standardised swab areas cultured identically, mapped by location and footfall.
stretchingSchool lab
How much of a planarian is enough to regrow?
How does the size and position of a cut fragment affect regeneration time in planaria?
Measure: Days to visible eyespot regeneration across fragment types, replicated.
approachableKitchen-table level
Which colour of light actually grows plants best?
How does the spectral colour of supplemental light affect seedling biomass at constant total intensity?
Measure: Dry mass and leaf area of replicate seedlings under filtered light colours, intensity-matched.
approachableKitchen-table level
Does sound really affect plant growth?
Does continuous exposure to sound at a fixed volume affect plant growth compared with silence?
Measure: Height and dry mass of replicate plants in acoustically separated but otherwise identical conditions.
stretchingKitchen-table level
Is hydroponics actually more efficient than soil?
How does growing medium affect water use per gram of biomass produced?
Measure: Water consumed and final dry mass per plant across media, giving grams biomass per litre.
stretchingSchool lab
Do fungal partners really help plants grow?
Does inoculation with mycorrhizal fungi affect growth in nutrient-poor soil more than in rich soil?
Measure: Dry mass across a two-factor design of inoculation and soil fertility, replicated.
approachableKitchen-table level
Which mulch keeps soil moist longest?
How does mulch material affect soil moisture retention over time after a single watering?
Measure: Soil moisture readings at fixed depth over days, across mulch types with a bare-soil control.
approachableKitchen-table level
Which crops cope best with salty soil?
How does soil salinity affect germination rate across several crop species?
Measure: Percentage germination and seedling length at graded salt concentrations, per species.
approachableKitchen-table level
Does companion planting actually deter pests?
Does interplanting an aromatic species reduce herbivory on a target crop?
Measure: Percentage leaf area lost to herbivory in mixed versus monoculture plots, scored blind.
approachableKitchen-table level
Can soaking seeds first really speed up germination?
How does pre-soaking duration affect germination speed and uniformity?
Measure: Days to 50% germination across soak treatments, replicated with many seeds per group.
approachableKitchen-table level
Are used coffee grounds good or bad for plants?
How does coffee-ground amendment rate affect seedling growth and soil pH?
Measure: Biomass and soil pH across amendment rates, versus unamended control.
stretchingKitchen-table level
Does plant spacing beat extra light for yield?
How do planting density and light intensity interact to affect yield per unit area?
Measure: Total biomass per tray area across a density-by-light factorial design.
approachableKitchen-table level
What actually protects plants from frost?
Which low-cost covering best maintains temperature around plants overnight in cold conditions?
Measure: Minimum overnight temperature under each covering and subsequent frost damage score.
approachableKitchen-table level
Do some plants chemically suppress their neighbours?
Do leachates from a suspected allelopathic species inhibit germination of a test species?
Measure: Germination percentage and radicle length in leachate versus water control, dose-graded.
stretchingSchool lab
How much does extra CO2 really boost growth?
Does elevated CO2 in a sealed chamber measurably increase plant biomass?
Measure: Dry mass in CO2-enriched versus ambient sealed chambers, light and water matched.
stretchingSchool lab
Which microgreens give most nutrition per day of growth?
How does harvest day affect biomass and vitamin C content across microgreen species?
Measure: Dry mass and titratable vitamin C per tray at staggered harvest days.
ambitiousKitchen-table level
Does rootstock choice change fruit chemistry?
How does rootstock affect sugar content in fruit of a grafted plant?
Measure: Refractometer Brix readings across grafted combinations, matched for age and watering.
stretchingSchool lab
Does biochar actually hold nutrients in soil?
How does biochar addition affect nutrient leaching from soil columns?
Measure: Nitrate concentration in leachate after fixed watering, across biochar rates.
stretchingSchool lab
Is urban soil too contaminated to grow food?
How does soil lead or zinc concentration vary across urban growing sites?
Measure: Colorimetric or test-kit metal concentration across sites, versus a rural control.
approachableKitchen-table level
How much yield depends on insect pollination?
Does excluding pollinators with mesh reduce fruit set in a garden crop?
Measure: Fruit set percentage in netted versus open flowers on the same plants.
approachableKitchen-table level
What is the real temperature window for germination?
How does constant incubation temperature affect germination rate and final percentage?
Measure: Germination curves across temperature treatments with many replicate seeds.
ambitiousSchool lab
Can treated wastewater safely grow crops?
Does irrigation with treated greywater affect crop growth and soil microbial load?
Measure: Biomass plus colony counts from soil, versus tap-water irrigation control.
approachableSchool lab
Can a starch bioplastic be made genuinely strong?
How do plasticiser ratio and drying temperature affect the tensile strength of starch-based bioplastic?
Measure: Force at break for standardised strips across a two-factor design, replicated.
approachableKitchen-table level
What actually slows rusting best?
How do coating type and salt concentration interact to affect the rate of steel corrosion?
Measure: Mass loss and rust area of identical nails over weeks across coatings and salinities.
approachableSchool lab
How fast does vitamin C actually disappear from juice?
How do storage temperature and light exposure affect vitamin C loss in fruit juice over time?
Measure: Iodine titration of ascorbic acid at intervals across storage conditions.
approachableKitchen-table level
Can plant pigments replace lab pH indicators?
How does the useful pH range of anthocyanin extracts differ between plant sources?
Measure: Colour transition points against buffered standards, compared with a commercial indicator.
approachableSchool lab
How hard is the water where you live, street by street?
How does water hardness vary across supply areas in your region?
Measure: EDTA titration or test-strip hardness across many sampled taps, mapped.
approachableSchool lab
Can a cheap catalyst match an expensive one?
How do low-cost catalyst alternatives compare in decomposing hydrogen peroxide?
Measure: Oxygen volume evolved per minute per gram of catalyst, replicated.
approachableSchool lab
What is the best cheap material for removing dye from water?
How does adsorbent material affect the removal of a dye from solution at fixed contact time?
Measure: Absorbance drop via colorimeter across adsorbents, normalised per gram.
approachableSchool lab
Can eggshell waste neutralise acidic water?
How does ground eggshell particle size affect its acid-neutralising capacity?
Measure: Volume of acid neutralised to a fixed pH per gram, across particle sizes.
stretchingSchool lab
Which hydrogel holds water best, and at what cost?
How does cross-linking density affect the water absorption capacity of a synthesised hydrogel?
Measure: Grams water absorbed per gram dry polymer across formulations.
approachableKitchen-table level
How much does electrode choice matter in a simple cell?
How do electrode metal pairing and electrolyte affect the voltage and current of a simple cell?
Measure: Open-circuit voltage and short-circuit current across combinations, replicated.
approachableKitchen-table level
Do cheap and expensive sunscreens really differ?
How does sunscreen SPF rating correspond to measured UV transmission through a thin film?
Measure: UV-sensitive bead colour change or UV meter reading under standardised film thickness.
approachableKitchen-table level
Can casein plastic be made durable enough to use?
How does acid type and curing time affect the hardness of casein-based plastic?
Measure: Indentation or scratch resistance across formulations, replicated.
stretchingKitchen-table level
What is the cheapest way to desalinate a litre of water?
How do solar still design parameters affect freshwater yield per unit of incident energy?
Measure: Millilitres condensed per hour per square metre across still designs.
stretchingSchool lab
Can a plant clean metals out of water?
How effectively do aquatic plants remove dissolved metals from water over time?
Measure: Metal concentration drop by test kit or colorimetry, with plant-free controls.
stretchingSchool lab
Can waste materials partly replace cement?
How does replacing a fraction of cement with a waste powder affect compressive strength?
Measure: Force at failure for standardised cured cubes across replacement fractions.
approachableKitchen-table level
What dyes are actually in your sweets?
Can chromatography separate and identify the dyes present in commercial confectionery?
Measure: Rf values compared against known dye standards, replicated.
approachableSchool lab
Where exactly does an enzyme stop working?
How does temperature affect the activity of a common enzyme, and where is the denaturation threshold?
Measure: Reaction rate across a fine temperature gradient, with rate curves fitted.
approachableKitchen-table level
What actually lowers the freezing point most per gram?
How does solute identity and concentration affect freezing point depression?
Measure: Freezing temperature measured across solutes at matched molality.
ambitiousSchool lab
Can a polymer be made to heal its own cracks?
Does incorporating a healing agent measurably restore strength after damage?
Measure: Tensile strength before damage, after damage, and after healing time, across formulations.
approachableKitchen-table level
Which packaging really keeps food from going off?
How does packaging atmosphere affect the rate of oxidation in a fat-containing food?
Measure: Peroxide indicator or sensory rancidity score over time across packaging types.
stretchingSchool lab
Can you tune a colour-changing material to a target temperature?
How does formulation affect the switching temperature of a thermochromic mixture?
Measure: Transition temperature measured on heating and cooling across formulations.
stretchingSchool lab
Can you identify plastic types without a spectrometer?
Can density separation plus melting point reliably distinguish common polymer types?
Measure: Classification accuracy against known plastic samples, reported as a confusion matrix.
approachableKitchen-table level
Which truss geometry is genuinely strongest per gram?
How does truss geometry affect load-to-mass ratio in identical-material model bridges?
Measure: Failure load divided by structure mass across geometries, replicated.
stretchingKitchen-table level
How many blades should a wind turbine actually have?
How do blade number and pitch angle interact to affect power output at fixed wind speed?
Measure: Electrical power output across a factorial design in a controlled airflow.
approachableKitchen-table level
Which insulation performs best per unit cost?
How does insulating material affect the rate of heat loss from an identical vessel?
Measure: Temperature decay curves fitted to find cooling constant, normalised by material cost.
approachableKitchen-table level
What is the real optimal angle for a solar panel where you live?
How does panel tilt angle affect daily energy yield across the year at your latitude?
Measure: Accumulated energy per day across tilt angles, repeated over months.
approachableKitchen-table level
What shape actually falls slowest?
How does parachute canopy geometry affect descent rate at constant mass and area?
Measure: Terminal descent time over fixed height across canopy shapes, replicated.
stretchingKitchen-table level
Can waste material make a good sound absorber?
How does panel material and thickness affect sound attenuation across frequencies?
Measure: Decibel reduction per frequency band measured through panels in a fixed rig.
stretchingKitchen-table level
How much can magnetic levitation actually reduce friction?
How does a magnetic bearing affect the deceleration rate of a spinning rotor?
Measure: Time to stop from fixed initial speed, magnetic versus mechanical bearing.
approachableKitchen-table level
What pressure and water fill gives maximum altitude?
How do fill fraction and launch pressure interact to determine water-rocket apogee?
Measure: Peak altitude by triangulation across a factorial design, replicated.
stretchingKitchen-table level
Can a Peltier device usefully cool anything?
How does input power affect the temperature differential and efficiency of a Peltier module?
Measure: Temperature difference and coefficient of performance across input powers.
stretchingKitchen-table level
How much energy can you harvest from footsteps?
How does piezoelectric element arrangement affect energy harvested per footstep?
Measure: Charge accumulated in a capacitor per standardised impact across arrangements.
stretchingKitchen-table level
Can a phone camera do real spectroscopy?
How accurately can a phone plus diffraction grating identify emission lines against known sources?
Measure: Measured wavelengths versus known reference lines, reporting error.
stretchingKitchen-table level
What actually stops a building shaking?
How does a tuned mass damper affect the oscillation amplitude of a model structure?
Measure: Peak amplitude and decay time on a shake table across damper masses.
stretchingKitchen-table level
What is the real drag difference between vehicle shapes?
How does body shape affect drag force at constant frontal area and airspeed?
Measure: Force measured on a balance in a simple wind tunnel across shapes.
approachableKitchen-table level
Does paint colour really change a building's temperature?
How does surface colour and finish affect the internal temperature of identical model enclosures?
Measure: Internal temperature over a day across colours, under matched solar exposure.
stretchingKitchen-table level
How fast do rechargeable batteries actually degrade?
How does charge/discharge rate affect capacity fade over repeated cycles?
Measure: Measured capacity every N cycles across C-rates, plotted as fade curves.
approachableKitchen-table level
Which surface treatment reduces friction most?
How does surface treatment affect the coefficient of friction between two materials?
Measure: Angle of slip on an inclined plane across treatments, replicated.
stretchingKitchen-table level
How much power can a garden stream actually make?
How does turbine design affect power extracted from a fixed flow rate?
Measure: Electrical output at matched flow across turbine geometries.
approachableSchool lab
Does print orientation really change part strength?
How does 3D-print layer orientation and infill affect tensile strength?
Measure: Force at break for standardised printed specimens across a factorial design.
ambitiousKitchen-table level
Can a surface cool below air temperature at night?
Does a radiative-cooling surface reach a lower temperature than ambient under clear night sky?
Measure: Surface versus ambient temperature overnight, across surface treatments and cloud conditions.
approachableKitchen-table level
What actually blocks a phone signal?
How does shielding material and thickness affect measured signal attenuation?
Measure: Signal strength in dBm inside enclosures of different materials.
approachableKitchen-table level
How much does dust really cost a solar panel?
How does surface soiling affect photovoltaic output, and how quickly does it accumulate?
Measure: Power output before and after cleaning, tracked over weeks with weather logged.
ambitiousKitchen-table level
Can a scale model predict urban heat?
Does a scale model of building density reproduce measured real-world temperature differences?
Measure: Model surface temperatures across densities, correlated with real-site measurements.
stretchingComputer only
Can you identify local birds from sound alone?
How accurately can a small classifier identify bird species from short audio clips recorded locally?
Measure: Classification accuracy and confusion matrix on a held-out set of your own recordings.
approachableComputer only
What actually predicts whether your bus is late?
Which factors best predict public transport delays using published open timetable and real-time data?
Measure: Model error against held-out days, with feature importance reported.
stretchingComputer only
Is official air-quality data representative of your street?
How well do official monitoring-station readings predict measurements taken elsewhere in the same town?
Measure: Correlation and error between station data and your own sensor logs across sites.
stretchingComputer only
Can you spot misinformation from writing style alone?
Do linguistic features alone distinguish reliable from unreliable articles in a labelled public dataset?
Measure: Classifier accuracy on held-out articles, with feature ablation.
stretchingComputer only
Would a different junction layout actually reduce queues?
How does junction configuration affect simulated average vehicle wait time under real traffic counts?
Measure: Mean wait time across simulated configurations, seeded with your own traffic counts.
approachableComputer only
Which compression algorithm suits which kind of data?
How does data type affect the compression ratio and speed of different algorithms?
Measure: Compression ratio and time per algorithm across matched file types.
stretchingComputer only
Do recommendation algorithms narrow what you see?
Does a simple collaborative-filtering recommender reduce content diversity over simulated sessions?
Measure: Diversity metric of recommended items over iterations versus a random baseline.
approachableComputer only
How little training data does handwriting recognition really need?
How does training set size affect digit-recognition accuracy, and where does it plateau?
Measure: Accuracy versus training set size curve on a public dataset.
approachableComputer only
Are the passwords people actually choose any good?
How does real-world password composition compare with theoretical entropy assumptions?
Measure: Entropy distribution computed over a public breach-derived wordlist, no personal data used.
approachableComputer only
Which route algorithm is best for a real street network?
How do pathfinding algorithms compare in runtime and optimality on real map data?
Measure: Runtime and path length versus optimum across algorithms on OpenStreetMap extracts.
stretchingComputer only
Can a phone photo detect plant disease early?
How accurately can an image classifier detect early-stage plant disease from leaf photos?
Measure: Accuracy and false-negative rate on held-out images, by disease stage.
approachableComputer only
How much does one behaviour change alter an outbreak?
How sensitive are SIR-model outcomes to changes in a single behavioural parameter?
Measure: Peak infection and total cases across parameter sweeps, with sensitivity analysis.
stretchingComputer only
Where does simulating a quantum circuit become impossible?
How does simulation runtime and memory scale with qubit count for different circuit types?
Measure: Runtime and memory versus qubit count, fitted to a scaling law.
approachableComputer only
How accessible are your local council's websites really?
What proportion of local public-sector pages meet basic automated accessibility checks?
Measure: Automated audit scores across a sampled set of pages, categorised by failure type.
approachableComputer only
Can you predict your home's electricity use?
How well can time-of-day and weather data predict household electricity consumption?
Measure: Forecast error on held-out weeks versus a naive baseline.
stretchingComputer only
Can you measure how your area has changed from space?
How has vegetation or built-up area changed locally over a decade in public satellite imagery?
Measure: NDVI or classified land-cover change between matched-season images.
approachableComputer only
Why is the fastest algorithm on paper not fastest in practice?
How does input size and memory access pattern affect real sorting performance versus theory?
Measure: Measured runtime versus theoretical complexity across input sizes and distributions.
ambitiousComputer only
Can a model learn without seeing the data?
How does federated averaging affect model accuracy compared with centralised training?
Measure: Accuracy gap between federated and centralised training across client counts.
approachableComputer only
How blurry can text get before software fails?
At what image resolution does optical character recognition accuracy collapse?
Measure: Character error rate versus resolution and noise level.
stretchingComputer only
Can you find disease-linked variants in public genome data?
Do published variant databases agree on the pathogenicity of the same mutations?
Measure: Concordance rate between databases across a sampled variant set.
stretchingComputer only
Does a language model treat dialects differently?
Does text classification accuracy differ systematically across English dialects?
Measure: Accuracy per dialect group on matched-content test sets.
stretchingComputer only
Can a cheap sensor read sign language letters?
How accurately can accelerometer data classify a small set of hand gestures?
Measure: Per-class accuracy on held-out sessions from a wearable sensor.
approachableKitchen-table level
Does phone use actually change your neck posture?
How does phone-viewing angle affect measured neck flexion during normal use?
Measure: Neck angle from side-profile photos at intervals, across seated and standing use.
approachableKitchen-table level
Does screen time before bed really affect sleep?
How does evening screen exposure relate to self-reported sleep latency and quality?
Measure: Sleep diary latency and quality scores across nights, with screen time logged.
stretchingKitchen-table level
Does mild dehydration measurably slow you down?
How does fluid intake affect reaction time across a normal day?
Measure: Reaction-time test scores at set times under differing hydration, self-experiment only.
stretchingSchool lab
How much do different face coverings actually filter?
How does fabric layer count and material affect particle filtration efficiency?
Measure: Particle counts upstream and downstream of the material in a sealed rig.
approachableKitchen-table level
How much UV do you actually get through a window?
How does glazing type affect transmitted UV index across conditions?
Measure: UV meter or UV-bead readings inside versus outside across glazing types.
approachableKitchen-table level
Which cooling method treats a burn best?
How do cooling methods compare in reducing temperature of a heated tissue analogue?
Measure: Temperature decay curves in a standardised gelatin analogue across methods.
stretchingSchool lab
Does inhaler technique change how much drug is delivered?
How does simulated inhalation technique affect aerosol deposition in a model airway?
Measure: Mass deposited in a model airway across techniques, using a placebo aerosol.
approachableKitchen-table level
Are step counters actually accurate?
How does device placement and gait speed affect step-count accuracy versus manual counting?
Measure: Percentage error versus manually counted steps across placements and speeds.
approachableKitchen-table level
Do people understand what antibiotics do?
Does a short intervention improve public understanding of antibiotic resistance?
Measure: Pre/post survey scores with a control group, anonymised and consented.
approachableKitchen-table level
Do blue-light glasses do anything measurable?
Do blue-blocking lenses measurably reduce transmitted blue wavelengths, and does that match marketing claims?
Measure: Spectral transmission via phone spectrometer across products versus claims.
stretchingSchool lab
Which dressing keeps a wound at the right moisture?
How does dressing material affect moisture retention in a wound analogue over time?
Measure: Mass loss from a standardised moist analogue across dressings.
stretchingSchool lab
Is there really that much salt in convenience food?
How does measured sodium content in prepared foods compare with label claims?
Measure: Titration or conductivity-derived sodium versus stated label values.
approachableKitchen-table level
How long does caffeine actually affect your heart rate?
How does caffeine intake affect resting heart rate over the following hours?
Measure: Resting heart rate at intervals on caffeine versus non-caffeine days, self-experiment only.
stretchingKitchen-table level
Can crutch design reduce strain?
How does handle geometry affect measured wrist angle and reported comfort during walking?
Measure: Wrist angle from video plus comfort ratings across designs, consented volunteers.
stretchingKitchen-table level
Can people describe symptoms accurately over text?
How does communication medium affect the accuracy of symptom description in a simulated scenario?
Measure: Accuracy of transcribed symptom sets across media in a role-play protocol.
approachableKitchen-table level
How loud are headphones actually being used?
What sound levels do people actually choose, and how do they compare to safe-exposure limits?
Measure: Measured output level at users' chosen volume via a coupler, versus published limits.
stretchingSchool lab
Does classroom CO2 correlate with concentration?
Does measured CO2 concentration relate to performance on a short attention task?
Measure: Task scores against logged CO2, with ventilation manipulated between sessions.
approachableKitchen-table level
Are cheap pulse oximeters trustworthy?
How do low-cost pulse oximeter readings compare across devices on the same person?
Measure: Agreement between devices via Bland-Altman analysis, self and consented volunteers.
approachableSchool lab
Which toothpaste actually protects enamel best?
How does toothpaste formulation affect acid-induced mass loss in an enamel analogue?
Measure: Mass loss of eggshell or extracted-tooth analogue after acid exposure across pastes.
approachableKitchen-table level
Is your town actually wheelchair accessible?
What proportion of key local routes are navigable by wheelchair, and where do they fail?
Measure: Audited route segments scored against measurable criteria such as kerb height and gradient.
approachableKitchen-table level
What actually makes bread go stale fastest?
How do storage temperature and packaging affect bread staling rate?
Measure: Crumb firmness by penetration test over days across a factorial design.
approachableKitchen-table level
What really stops cut apples browning?
How do dip treatments compare in delaying enzymatic browning at constant conditions?
Measure: Colour change scored from timed photographs against a standard chart.
approachableKitchen-table level
What makes a salad dressing stay mixed?
How does emulsifier type and concentration affect emulsion stability over time?
Measure: Time to visible phase separation and separated volume across formulations.
stretchingKitchen-table level
Why is gluten-free bread so dense?
How do binder type and hydration affect the rise and crumb structure of gluten-free dough?
Measure: Rise height and crumb pore area from cross-section images across formulations.
approachableSchool lab
Which cooking method destroys the most vitamin C?
How does cooking method affect ascorbic acid retention in vegetables?
Measure: Iodine titration of ascorbic acid across methods at matched doneness.
stretchingKitchen-table level
How much salt does a ferment actually need?
How does brine concentration affect fermentation rate and microbial safety markers in vegetables?
Measure: pH decline curves and visual spoilage rate across brine concentrations.
approachableKitchen-table level
Do best-before dates match reality?
How does measured spoilage onset compare with printed best-before dates across product types?
Measure: Days to measurable spoilage indicator versus label date, across replicates.
approachableSchool lab
Which plant milk performs most like dairy?
How do plant-based milks compare with dairy in protein content, foaming and curdling behaviour?
Measure: Foam volume and stability, plus curdling pH threshold, across products.
approachableKitchen-table level
What actually causes freezer burn?
How do packaging method and freezer cycling affect ice crystal formation and moisture loss?
Measure: Mass loss and surface ice coverage over weeks across packaging.
approachableKitchen-table level
How much caffeine is really in your coffee?
How do grind size and brew time affect extracted solids and estimated caffeine?
Measure: Total dissolved solids by refractometer across brew parameters.
stretchingSchool lab
Can you measure chilli heat without tasting it?
Does a colorimetric proxy correlate with reported Scoville heat across chilli varieties?
Measure: Colorimetric absorbance versus published heat ratings, correlation reported.
approachableKitchen-table level
What makes sourdough taste sour?
How does fermentation temperature affect final acidity and flavour intensity?
Measure: Titratable acidity and pH across temperatures, with blind sensory ranking.
stretchingSchool lab
Do protein bars contain what they claim?
How does measured protein content compare with label claims across products?
Measure: Biuret or Kjeldahl-proxy assay versus label values across brands.
approachableKitchen-table level
Why does microwaved food heat unevenly?
How do container geometry and food arrangement affect temperature uniformity after heating?
Measure: Temperature spread across a grid of points after fixed heating, by arrangement.
stretchingSchool lab
How many times can cooking oil safely be reused?
How does repeated heating affect oil degradation indicators?
Measure: Viscosity and colour change plus peroxide indicator across heating cycles.
approachableKitchen-table level
Can you measure how ripe a fruit is without cutting it?
Does a non-destructive measure predict internal ripeness as well as cutting does?
Measure: Non-destructive firmness or acoustic response versus destructive Brix, correlated.
approachableKitchen-table level
Can you cut salt without anyone noticing?
At what reduction level does salt content become detectable in a blind taste test?
Measure: Detection threshold from triangle tests across reduction levels, consented volunteers.
approachableKitchen-table level
How much packaging comes with a week's shopping?
How does packaging mass per calorie vary between shopping strategies?
Measure: Packaging mass per unit food energy across matched shopping baskets.
approachableKitchen-table level
Does a small sign really change behaviour?
Does signage wording measurably change recycling bin contamination rates?
Measure: Contamination rate by mass before, during and after each signage condition.
approachableKitchen-table level
Does background music actually help you study?
How does background sound type affect performance on a reading-comprehension task?
Measure: Comprehension scores across sound conditions, counterbalanced, consented volunteers.
stretchingKitchen-table level
Does plate colour change how much people eat?
Does tableware colour affect portion size taken in a naturalistic setting?
Measure: Mass of food served across colour conditions, randomised, with consent.
approachableComputer only
Does mental fatigue actually slow your brain measurably?
How does time-on-task affect Stroop-test reaction time and error rate?
Measure: Reaction time and errors across task blocks, within-subject.
stretchingKitchen-table level
How easily do people change their answer to match a group?
Does stated group opinion change individual judgement on an ambiguous task?
Measure: Proportion of judgements shifted toward group answer versus control, fully debriefed.
approachableComputer only
How much does one notification really cost you?
How does an interruption affect completion time and errors on a sustained task?
Measure: Task time and error rate with and without scheduled interruptions, within-subject.
approachableKitchen-table level
Which revision technique actually works best?
How do spaced retrieval, rereading and summarising compare for recall after a delay?
Measure: Recall scores at fixed delay across techniques, counterbalanced across material.
approachableKitchen-table level
Do more options make choosing harder?
How does the number of options affect decision time and satisfaction?
Measure: Decision latency and rated satisfaction across option-set sizes.
stretchingKitchen-table level
Can belief alone improve physical performance?
Does a told-to-be-performance-enhancing inert drink affect measured endurance?
Measure: Time to exhaustion on a standard task, blinded and consented, with debrief.
approachableComputer only
Does font choice really affect reading speed?
How do typeface and spacing affect reading speed and comprehension?
Measure: Words per minute and comprehension across typographic conditions.
approachableKitchen-table level
How do people actually behave in queues?
Does queue configuration affect perceived and actual waiting time?
Measure: Observed wait times and rated perceived wait across configurations.
stretchingKitchen-table level
How reliable is a memory of something you just saw?
How does question wording affect recall accuracy of a witnessed event?
Measure: Accuracy and false-detail rate across question framings, consented and debriefed.
approachableKitchen-table level
Does one bad night really change your mood?
How does self-reported sleep duration relate to next-day mood and reaction time?
Measure: Daily mood scale and reaction time against logged sleep, self-study.
approachableKitchen-table level
Does an irrelevant number change your estimate?
Does exposure to an arbitrary anchor shift numerical estimates?
Measure: Mean estimates across anchor conditions, randomised assignment.
stretchingKitchen-table level
Do people behave differently online?
Does communication medium affect willingness to give critical feedback?
Measure: Feedback valence scored blind across media conditions, consented.
approachableKitchen-table level
Does gamifying a habit make it stick?
Does adding streak tracking affect adherence to a daily habit over four weeks?
Measure: Daily adherence rate across conditions with a matched control group.
approachableKitchen-table level
How loud is too loud to work?
At what measured noise level does task performance begin to degrade?
Measure: Performance across controlled decibel levels, within-subject, counterbalanced.
approachableKitchen-table level
Does the default option decide for people?
Does changing the pre-selected default affect final choice rates?
Measure: Choice proportions across default conditions in a randomised survey.
approachableKitchen-table level
What building shape survives shaking best?
How does structural height-to-base ratio affect failure on a shake table?
Measure: Amplitude at failure across model geometries, replicated.
approachableKitchen-table level
Can you forecast rain better than an app?
Does a cloud-type observation rule outperform chance at predicting rain within six hours?
Measure: Forecast accuracy versus observed rainfall over many days, against app baseline.
approachableKitchen-table level
Can you measure your latitude with a stick?
How accurately can shadow-length measurements determine local latitude and solar declination?
Measure: Computed latitude versus known GPS latitude, error reported.
approachableKitchen-table level
How many meteors are there really during a shower?
How does observed meteor rate vary with time of night and sky brightness?
Measure: Counts per hour across nights, corrected for limiting magnitude.
approachableKitchen-table level
What does your local soil actually tell you?
How do soil texture and horizon depth vary across land uses in your area?
Measure: Texture by sedimentation and horizon depths from auger samples across sites.
stretchingKitchen-table level
How much water does your local river actually carry?
How does river discharge respond to rainfall, and how quickly?
Measure: Cross-section and float-derived velocity to compute discharge, logged against rainfall.
stretchingKitchen-table level
Is radon really higher on certain rock types?
Does indoor radon concentration vary systematically with underlying geology?
Measure: Detector readings across homes grouped by mapped bedrock, with consent.
approachableKitchen-table level
How much does snow cover change local temperature?
How does surface albedo affect measured surface temperature across ground cover types?
Measure: Paired albedo and surface temperature readings across cover types.
stretchingComputer only
Can you predict the tide from first principles?
How accurately can a simple harmonic model predict local tide times versus published tables?
Measure: Predicted versus published high-tide times, error in minutes.
approachableKitchen-table level
How accurate can a homemade sundial be?
How does gnomon design affect sundial accuracy across the year?
Measure: Deviation from clock time corrected for equation of time, across designs.
approachableKitchen-table level
How different is your garden from the weather forecast?
How much do local microclimate measurements deviate from the nearest official station?
Measure: Paired temperature, humidity and wind versus station data over weeks.
approachableSchool lab
Which rocks weather fastest in acid?
How does rock type affect mass loss under controlled acidic conditions?
Measure: Mass loss of standardised samples over time by rock type.
stretchingKitchen-table level
Can you track a satellite with a phone?
How accurately can visual satellite observations reproduce published orbital passes?
Measure: Observed versus predicted pass times and elevations, error reported.
approachableKitchen-table level
Does air pressure really predict the weather?
How well does barometric pressure trend predict rainfall within 24 hours?
Measure: Prediction accuracy from pressure trend rules versus observed weather.
approachableKitchen-table level
How hot can a solar cooker realistically get?
How does reflector geometry affect peak temperature achieved by a solar cooker?
Measure: Peak water temperature and time to reach it across geometries, at matched insolation.
stretchingKitchen-table level
Can wax store useful heat?
How does phase-change material mass affect how long a space stays warm after heating stops?
Measure: Time above a threshold temperature across PCM masses, versus no PCM.
stretchingSchool lab
Can mud generate electricity?
How does substrate type affect power output from a microbial fuel cell?
Measure: Power density over time across substrates, with sterile controls.
stretchingKitchen-table level
Is a flywheel a practical way to store energy?
How does flywheel mass distribution affect energy stored and retained over time?
Measure: Energy recovered versus input across rotor designs, and decay over time.
stretchingKitchen-table level
How much heat goes straight down the drain?
How much thermal energy can be recovered from waste warm water with a simple exchanger?
Measure: Temperature rise in the recovery loop and computed energy recovered per litre.
approachableKitchen-table level
How much power do 'off' devices actually use?
What is the aggregate standby power draw of household devices, and what does it cost annually?
Measure: Measured standby wattage per device, aggregated and annualised.
approachableKitchen-table level
Are LED bulbs really as efficient as claimed?
How do measured lumens per watt compare with packaging claims across bulb types?
Measure: Lux at fixed distance and measured power draw, versus stated values.
approachableKitchen-table level
Does thermal mass really smooth out temperature swings?
How does added thermal mass affect internal temperature variation in a model building?
Measure: Daily temperature range inside identical models with and without thermal mass.
ambitiousSchool lab
Can food waste produce usable gas?
How does feedstock composition affect biogas yield from a small anaerobic digester?
Measure: Gas volume produced per gram of volatile solids across feedstocks.
stretchingKitchen-table level
Is a tracking solar panel worth the complexity?
How much additional daily energy does single-axis tracking deliver over a fixed panel?
Measure: Daily energy yield of tracked versus fixed panels, side by side over weeks.
approachableKitchen-table level
What is the cheapest way to stop heat leaving a window?
How do low-cost window treatments compare in reducing heat loss?
Measure: Heat flux or temperature differential across treatments in a controlled box.
stretchingComputer only
What actually drains an electric vehicle battery fastest?
How do speed, temperature and terrain affect energy consumption per kilometre?
Measure: Wh per km from logged trip data across conditions, regression modelled.
stretchingSchool lab
How efficient is electrolysis really?
How do electrode material and electrolyte concentration affect hydrogen production efficiency?
Measure: Gas volume per joule of electrical input across conditions.
ambitiousKitchen-table level
Can a kite generate more power than a fixed turbine?
How does tethered-wing flight pattern affect tension-derived power extracted from wind?
Measure: Tension and line speed derived power across flight patterns at matched wind speed.
stretchingKitchen-table level
Can waste heat charge a phone?
How much usable electrical energy can be recovered from a domestic waste-heat source?
Measure: Energy accumulated per hour across temperature differentials and module counts.
approachableComputer only
Could your house shift its electricity use off-peak?
What fraction of household electricity demand could be time-shifted without changing behaviour?
Measure: Proportion of logged load classified as shiftable, modelled against tariff periods.
approachableKitchen-table level
Is rooftop wind ever worth it in a town?
How does measured urban wind speed distribution compare with the cut-in speed of small turbines?
Measure: Wind speed histogram at roof height versus turbine power curve.
approachableKitchen-table level
Does cold really kill battery life?
How does ambient temperature affect usable capacity of a rechargeable cell?
Measure: Discharge capacity at controlled temperatures across replicate cells.