How the rating works
Off Sydney, the two things that best predict whether a dangerous shark is around are water temperature, split by species, and where sharks have just been detected. In the largest NSW tagging study, month, time of day, temperature, tide, swell and moon together explained 1.8% of where juvenile white sharks were, against 17.3% for location (Spaet et al. 2020). So the rating is built around live presence and species-by-temperature, with weather and local lore as smaller adjustments. Each factor is shown with how strongly the evidence supports it.
The structure
- Live activity first. Tagged-shark detections, drone and lifeguard sightings and drumline captures from SharkSmart, weighted by distance and age. A detection or sighting within 3 km in the last 24 hours lifts that beach to at least 60 (High), whatever the weather.
- Species modules set the season. White sharks favour about 15–21°C (winter–spring). Bull sharks arrive above about 20°C and peak at 22–24°C (October–May). Tiger sharks are an occasional visitor above about 22°C.
- Species-specific factors only count in that species’ water. Bull shark factors fade out as the water drops below about 20°C; white shark factors (cool pockets and the warm-current ideas) fade out below about 14.5°C and above about 22.5°C. Late afternoon to night counts fully for bull and tiger sharks and at 30% for white sharks. Each factor shows which sharks it is about.
- Bull and tiger shark modifiers. Heavy rain (45 mm+) flushing the harbour, lagoons and Broken Bay, late afternoon through the night (also a little for white sharks), and murky water.
- Intel. Fishing reports of baitfish and fish runs close to shore, and wildlife signals (whale migration and sightings, diving birds, dolphin pods). A reported whale carcass is scored separately and heavily, because carcasses hold sharks for days.
- Local knowledge. Long-held surfer and angler rules of thumb (dawn and dusk, any rain, pressure changes, high tide, full moon, onshore wind, cloud, small swell). Kept with small weights and clearly labelled.
Each factor contributes up to a set number of points, on a published scale (shown under each factor below and on the Today page, with the reason for today's figure). The hourly index is the sum, capped at 0–100. The daily headline is the average from 5am to 9pm for the median beach (the middle of the 14 beaches). Bands: Typical under 25, Elevated 25–49, High 50+. These are relative ratings, not probabilities. Typical is the normal background level for this coast, not a “low risk” day: sharks are present all year. Weights are starting priors from the literature, not fitted values (see the backtest).
Confidence levels
Confidence describes how strong the evidence is, not how much a factor matters. Low confidence often just means too few studies: sharks are rare, hard to observe and impossible to experiment on, bite records mostly track how many people are swimming, and few studies have tested these factors near Sydney. A low-confidence factor can still matter; it simply has not been shown to yet.
- High confidence High confidence. Replicated in NSW shark presence data (tagging, drumlines, nets).
- Medium confidence Medium confidence. Supported, but indirect, from one study, or from another region.
- Low confidence Low confidence. Plausible mechanism, but few or small studies, results muddied by how many people are in the water, or noisy data near the coast.
- Local lore Local knowledge, unvalidated. Local knowledge and angling lore. No supporting study found, but kept because experienced locals rate it.
- Evidence disagrees Contradicted by evidence. The best available evidence points the other way. Kept, with a tiny weight, so you can see it and turn it up if you disagree.
Every factor
Live shark activity
Recent shark activity nearby
All sharks · up to 35 pts High confidenceTagged-shark detections, drone/lifeguard sightings and drumline or net captures from SharkSmart in the last 4 days. Full weight within 2 km, fading to zero at 12 km; weight halves every 24 h; repeat pings of one tagged shark count once. A detection or sighting within 3 km in the last 24 h forces HIGH at that beach.
How the points work
- +35 A white, bull, tiger or unidentified shark detected or sighted within 2 km in the last 6 hours (and within 3 km / 24 h the beach is forced to High)
- +20.7 The same shark a day ago
- +17.5 Detected or sighted ~7 km away in the last 6 hours
- +14 A harmless species close by, or a fresh drumline capture ~6 km away
- +10.5 Within 2 km but two days ago
- 0 Nothing within 12 km in 4 days (weak evidence: only tagged sharks near a receiver are heard)
Evidence: Location and recent detections explain about ten times more of white shark presence than all weather variables combined (17.3% vs 1.8% deviance). White sharks cluster: up to five off the same beach on the same day. An alert is strong evidence a shark is present; silence is weak evidence it is absent, because only tagged animals are heard and only within ~500 m of a receiver.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Species and season
White shark water temperature (15-21°C)
White sharks · up to 14 pts Medium confidencePeaks when nearshore water is 16-20.5°C, strongest May-November.
How the points work
- +14 16–20.5°C water, May to November
- +9.8 16–20.5°C water, December to April
- +7 Around 15.3°C or 21.5°C (edges of the band), in season
- 0 Below 14.5°C or above 22.5°C
Evidence: NSW drumline catches of white sharks are highest at 15-21°C and decline above 21°C; mesh-net abundance peaks near 17-18°C. This is a good seasonal flag but adds little day to day within the season.
Backtest: On for 49% of 133 past NSW bite days vs 54% of matched days nearby, so bites were about 0.55× as likely when it was on (95% range 0.24–1.10). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Only within-month temperature changes are tested, so most of this factor’s effect is out of reach. Details
Cold upwelling below ~15°C
White sharks · up to 8 pts Low confidenceReduces the white shark score when an upwelling drops water below ~15°C.
How the points work
- 0 15°C or warmer: no effect
- −4 About 14.25°C
- −8 13.5°C or colder: full reduction
Evidence: Tagged juvenile white sharks started searching for warmer water within 10-12 h of upwelling below 14°C and most left within days; Cape Town sightings were 5-8x more likely at 18°C than 14°C. North-easterlies drive this kind of upwelling off Sydney.
Backtest: On for 1% of past bite days, too rarely to estimate an effect. Only within-month temperature changes are tested, so most of this factor’s effect is out of reach. Details
Bull shark water temperature (>20°C)
Bull sharks · up to 22 pts High confidenceRises above 20°C and peaks at 22-25°C, October to May. Sydney Harbour mouth makes Manly and Palm Beach end especially relevant.
How the points work
- +22 22–25.5°C water, October to May
- +11 Around 20.75°C, in season
- +8.8 22–25.5°C water, June to September
- 0 Below 19.5°C
Evidence: The best-replicated presence relationship on the NSW coast: occurrence on NSW beaches rises above 20°C and peaks at 23°C (233 tagged sharks); in Sydney Harbour only water temperature mattered (52.5% of variability explained). Bull sharks leave once water falls to ~19-20.5°C, and arrivals are now recorded in October.
Backtest: On for 83% of 133 past NSW bite days vs 84% of matched days nearby, so bites were about 0.81× as likely when it was on (95% range 0.24–2.90). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Only within-month temperature changes are tested, so most of this factor’s effect is out of reach. Details
- Smoothey et al. 2023 (233 tagged bull sharks, NSW ocean beaches)
- Smoothey et al. 2019 (7 years of Sydney Harbour bull shark telemetry)
- Smoothey et al. 2016 (Sydney Harbour bull shark catches)
- Lee et al. 2019, MEPS (bull sharks on the EAC shelf)
- Lubitz et al. 2025 (15 years of Sydney bull shark telemetry)
Late afternoon to night
Bull, Tiger & white sharks · up to 10 pts Medium confidenceBull and tiger sharks come nearshore from late afternoon through the night (strongest ~6pm-1am), with a little extra on dark nights. Full in bull or tiger shark water; white sharks count for 30%.
How the points work
- +10 6pm–1am, in bull or tiger shark water
- +6 4–6pm or before sunrise, in bull or tiger shark water
- +3 6pm–1am in white shark water only
- 0 Daytime, or water that suits none of the three species
Evidence: Large tagged bulls on NSW beaches were nearshore from midday to 4am, peaking ~18:00-01:00; the authors recommend "afternoon and low-light" messaging rather than "dawn and dusk". Réunion bulls and tigers were caught more at and after dusk and on dark nights. Juvenile white sharks tagged off NSW showed essentially no daily pattern, so in white shark water this counts for only 30%, as local knowledge.
Backtest: On for 73% of 133 past NSW bite days vs 74% of matched days nearby, so bites were about 0.79× as likely when it was on (95% range 0.29–1.79). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Only within-month temperature changes are tested, so most of this factor’s effect is out of reach. Details
Tiger shark water temperature (>22°C)
Tiger sharks · up to 6 pts Medium confidenceSummer-autumn visitor in ~22-26°C water. A small share of NSW nearshore records.
How the points work
- +6 23–27°C water, December to May
- +3 23–27°C outside December–May, or about 22.3°C in season
- 0 Below 21.5°C
Evidence: Tiger sharks were 43 of 494 SMART drumline captures and absent from 36,384 drone flights; their east-coast movements follow water-temperature change.
Backtest: On for 61% of 133 past NSW bite days vs 59% of matched days nearby, so bites were about 1.41× as likely when it was on (95% range 0.70–3.30). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Only within-month temperature changes are tested, so most of this factor’s effect is out of reach. Details
Ocean conditions
Cooler-than-surroundings water (SST anomaly)
White sharks · up to 5 pts Low confidenceSatellite SST anomaly inshore versus the coast 20-100 km either side, or versus the last 30 days. Applies within the white shark temperature band.
How the points work
- +5 Inshore water 1°C+ cooler than the coast either side, or 2°C+ below its 30-day mean, in white shark water
- +2.5 0.55°C cooler than the coast, or 1.25°C below the 30-day mean
- +0.5 Just 0.1°C cooler than the coast either side
- 0 Less than 0.1°C cooler than the coast and less than 0.5°C below the 30-day mean, or water outside the white shark band
Evidence: The Macquarie thesis behind the "cool pockets" claim is real but its signal was ~0.3°C on a 100 km monthly grid, validated at 66.67% on a balanced test set, and it never linked cool pockets to river mouths or prey. Réunion bite rates were far higher in cooling months. This project tested it at daily 5 km resolution (see Backtest): pockets cooler than the coast either side made no difference to NSW bites, and SharkSmart white shark detections in 2026 leaned slightly higher on 0.1°C+ cooler days but were lower on strongly cooler (0.5°C+) days. Days cooler than the last 30 had fewer bites, probably because cold snaps keep people out of the water. Kept small.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Warmer than usual for the time of year
White sharks · up to 4 pts Low confidenceToday's satellite water temperature off the beaches compared with the long-term normal for this date, counted only while the water is in the white shark range. A Hunter shark fisherman's warning: unusually warm water pushes white sharks onto the beaches.
How the points work
- +4 1°C or more above normal
- +2 0.5°C above normal (the level tested)
- 0 Normal or cooler, or water outside the white shark range (above ~22.5°C)
Evidence: In this project’s tests, white shark bites were about 1.8× as likely in weeks 0.5°C+ warmer than the same week in other years (85 bites, 95% range 1.07–3.04), the clearest result among the ocean ideas. But a warm spring also brings more people into the water, which that comparison cannot remove. SharkSmart white shark detections in 2026 showed no day-to-day difference, and fell as the warm water arrived in October. The Macquarie thesis found the opposite (bites at slightly cooler anomalies, on a coarse grid).
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Heavy rain in the past 8 days
Bull & tiger sharks · up to 16 pts Medium confidenceStarts at 20 mm and is strong from 45 mm (local, or harbour/Hawkesbury catchment) over the past 1-8 days. Mostly a bull shark factor, so it is scaled by water temperature.
How the points work
- +16 100 mm+ of rain in bull shark water (22°C+, October–May)
- +9.6 45 mm in bull shark water
- +4.8 100 mm+ in cold water (held at a 30% floor for tiger sharks and plume effects)
- 0 Under 20 mm
Evidence: Bull sharks were more frequent on NSW beaches after >45 mm of rain; in Sydney Harbour heavy rain moved bulls within a day and their prey within 2-7 days. Not significant for white sharks on NSW drumlines. Tiger bite risk rose with rainfall in national data.
Backtest: On for 29% of 133 past NSW bite days vs 26% of matched days nearby, so bites were about 1.19× as likely when it was on (95% range 0.75–1.86). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Estuary or lagoon plume after rain
Bull & white sharks · up to 10 pts Medium confidenceBeaches near the harbour, a lagoon or Broken Bay score higher when that catchment has had heavy rain, because murky, prey-rich water flushes out along the beach.
How the points work
- +9 60 mm+ of catchment rain at Palm Beach (90% exposure to Broken Bay), in bull shark water
- +7 The same at Manly (harbour) or Narrabeen (lagoon), 70% exposure
- +2.8 The same at Manly in cold water (40% temperature floor)
- 0 Under 15 mm of rain
Evidence: Distance to a river mouth was a significant predictor of white shark sightings and of white and whaler bites; harbour flushing after heavy rain moves bulls and teleost prey. For one fixed beach the distance is constant, so only the rain-driven plume changes day to day.
Backtest: On for 29% of 133 past NSW bite days vs 27% of matched days nearby, so bites were about 1.16× as likely when it was on (95% range 0.73–1.79). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Murky water (satellite turbidity)
Bull sharks · up to 6 pts Low confidenceSatellite Kd490 (light attenuation) nearshore versus its recent baseline. Murkier water favours bull sharks.
How the points work
- +6 Water twice as murky as its recent baseline, in bull shark water
- +3 1.6× the baseline
- +1.8 Twice as murky in cold water (30% floor)
- 0 Up to 1.2× the baseline, or no satellite data
Evidence: Bull sharks were more frequent at higher Kd490 in Réunion and water visibility affected KwaZulu-Natal net catches; not significant for white shark drumline catch in NSW. Satellite ocean colour within 1-2 km of shore is noisy, so confidence is low.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Chlorophyll bloom (satellite)
All sharks · up to 3 pts Low confidenceChlorophyll-a well above its recent baseline: a productive-water signal, the kind of input the SharkChess satellite model uses.
How the points work
- +3 Chlorophyll 2.5× its recent baseline or more
- +1.5 About 1.9× the baseline
- 0 Up to 1.3× the baseline, or no satellite data
Evidence: Productive water feeds plankton and baitfish, which draw every kind of predator, so this applies to all sharks. White sharks searched intensively near productive fronts at shelf scale. The one bull shark study points the other way (bulls on the shelf favoured low chlorophyll), and satellite chlorophyll is unreliable within a few km of the coast. The "90% accurate" South Australian satellite AI (ESpy Ocean) is unpublished and measures movement direction, not beach risk.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Moderate swell 1.8-2.8 m (bull sharks)
Bull sharks · up to 2 pts Low confidenceA small bull shark bonus in 1.8-2.8 m swell.
How the points work
- +2 1.8–2.8 m swell, in bull shark water
- +1 About 1.65 m or 3.05 m, in bull shark water
- 0 Under 1.5 m or over 3.3 m, or water too cold for bulls
Evidence: Bull sharks were more frequent on NSW beaches at 1.8-2.8 m swell; swell was not significant for white or bull sharks on drumlines.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Fishing and wildlife intel
Baitfish and fish runs (fishing reports)
All sharks · up to 12 pts Low confidenceRecent fishing reports of salmon, tailor, mullet, pilchards, jewfish (mulloway) or bait schools close to shore, weighted by recency (3 weeks), place and strength.
How the points work
- +10.9 Two strong, fresh (under a week) nearshore reports at this beach
- +8.4 One strong, fresh nearshore report at this beach
- +5 One strong report at another Northern Beaches beach, or a medium one here
- +3.8 One strong report somewhere in the area (place not pinned down)
- 0 No relevant report in the last 3 weeks
Evidence: SharkSmart advises watching for baitfish, diving birds and dolphins, and prey density is one of the biggest drivers of fish behaviour. But no study has quantified prey runs against shark presence on Sydney beaches, and angler reports measure where people fish as much as where fish are.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Whales, dolphins and diving birds
All sharks · up to 5 pts Low confidenceHumpback migration season, plus reported whales, diving birds or bait balls, and dolphin pods near shore, weighted by recency (3 weeks), place and strength. Whale carcasses are a separate, much heavier factor.
How the points work
- +5 Several strong, fresh nearshore reports at this beach (e.g. whales plus birds working)
- +3 A strong, fresh whale sighting close to shore at this beach
- +2.5 Diving birds or a bait ball at this beach
- +2 A dolphin pod at this beach
- +1.5 Southbound humpback migration with calves (September–November), nothing reported
- +1.3 Peak northbound humpback migration (June–July), nothing reported
- 0 Outside migration season (January–April), nothing reported
Evidence: Official SharkSmart advice lists diving birds and dolphins as warning signs, and white sharks are known to shadow the humpback migration, but no quantitative link to beach presence has been established near Sydney. The ranking (whales, then birds working bait, then dolphins) is local judgement.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Whale carcass nearby
White & tiger sharks · up to 25 pts Medium confidenceA dead or stranded whale reported on or off the Northern Beaches in the last 2 weeks. Full for 5 days, then fading; full at the beach it is on, less with distance along the coast.
How the points work
- +25 Carcass at this beach, reported in the last 5 days
- +20 At the next beach along (~2 km)
- +15 Floating offshore of this beach
- +12.5 ~8 km along the coast, or reported in the area with no exact place
- +5 15 km+ away (the far end of the Northern Beaches)
- 0 None reported in the last 2 weeks (a carcass fades out between days 5 and 14)
Evidence: Whale carcasses reliably draw white and tiger sharks: up to 40 white sharks fed on one carcass in a single day in False Bay, and NSW beaches near carcasses have been closed after many sharks gathered (Royal National Park). Unlike most intel, this is direct evidence of a food source that holds sharks for days, but the pull on beaches several km away has not been measured.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Local knowledge and lore
Dawn and dusk
All sharks · up to 5 pts Low confidenceWithin about an hour of sunrise or sunset.
How the points work
- +5 Within 60 minutes of sunrise or sunset
- +2.5 60–90 minutes away
- 0 More than 90 minutes away
Evidence: Standard precautionary advice, and dawn/dusk is a real feeding window for many fish. But NSW telemetry shows juvenile whites have essentially no daily pattern and bulls peak from late afternoon into the night. Only 12% of WA white shark attacks fell within an hour of sunrise/sunset, about what chance predicts. Kept as precautionary local knowledge with a modest weight.
Backtest: Can’t be tested day by day, because bite days and their matched days cover the same hours. Separately, 39% of timed NSW bites were within an hour of sunrise or sunset. If people were in the water at the hours surfers use a Gold Coast break (hourly camera counts), you’d expect about 15%; if they were spread evenly, 28%. Either way, more bites happen in these hours than the number of people in the water explains, though the exposure data come from one Queensland break, not the Northern Beaches. Details
Any rain in the last 48 h (>2 mm)
All sharks · up to 5 pts Low confidenceLocal belief that even light rain stirs up runoff and fish near shore.
How the points work
- +5 10 mm or more in the last 48 hours
- +2.5 6 mm
- 0 2 mm or less
Evidence: Rain effects in the shark-presence literature come from plume-scale events (45-100 mm+), roughly 20-50x this 2 mm threshold. But in this project's backtest of past NSW bites, days after 2 mm+ of rain were bite days more often than matched days at the same place, and the lean was the same for white and bull/whaler bites. Rain usually keeps people out of the water, so beach crowds are unlikely to explain it. Bite records are a weak yardstick, so this is low confidence, not proof.
Backtest: On for 45% of 133 past NSW bite days vs 37% of matched days nearby, so bites were about 1.43× as likely when it was on (95% range 0.99–2.11). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Rapid air pressure change
All sharks · up to 1.5 pts Local knowledge, unvalidatedA change of 3 hPa or more over 6 hours, an angling belief about fish feeding.
How the points work
- +1.5 A rise or fall of 3 hPa or more over 6 hours
- +0.8 2.25 hPa
- 0 1.5 hPa or less
Evidence: Fails on physics (3 hPa equals a fish moving ~3 cm vertically) and the one robust shark result runs the other way: blacktips moved deeper as pressure fell. The pro-pressure claims trace to angling blogs.
Backtest: On for 75% of 133 past NSW bite days vs 76% of matched days nearby, so bites were about 0.98× as likely when it was on (95% range 0.62–1.59). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Around high tide
All sharks · up to 1.5 pts Local knowledge, unvalidatedWithin about an hour of high tide.
How the points work
- +1.5 Within an hour of high tide
- +0.6 1–2 hours from high tide
- 0 More than 2 hours away
Evidence: No tide effect on large NSW bull sharks, trivial for juvenile whites, and California white sharks were fewer at higher tide. On a sandy beach, high tide mostly moves the waterline. Flood vs ebb at an estuary mouth may matter, untested.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Full moon
All sharks · up to 1.5 pts Contradicted by evidenceMoon more than ~85% illuminated.
How the points work
- +1.5 Moon 95% lit or more
- +0.8 85% lit
- 0 75% lit or less
Evidence: NSW net catches of all three species fall as moonlight rises, and sightings were 4x higher at new moon in Cape Town. A global analysis of 2,156 bites found about as many lunar effects as chance predicts. The evidence-based version is the small dark-night bonus inside the bull shark night factor.
Backtest: On for 31% of 133 past NSW bite days vs 32% of matched days nearby, so bites were about 0.96× as likely when it was on (95% range 0.65–1.37). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Onshore wind (NE to SE)
All sharks · up to 4 pts Local knowledge, unvalidatedPrevailing wind over the last 24 h (speed-weighted average direction) from 45-135°, stronger above 20 km/h.
How the points work
- +4 NE to SE (45–135°) at over 20 km/h
- +2.4 NE to SE, 20 km/h or lighter
- 0 Any other direction
Evidence: No shark-presence study supports it. At Sydney a north-easterly blows alongshore and drives upwelling of colder water (pushing water offshore), rather than pushing bait onto the beach, and wind reduces acoustic receiver range, so telemetry "wind effects" are partly artefacts. In this project's backtest of past NSW bites, onshore-wind days were bite days more often than matched days, driven by white shark bites (bull/whaler bites leaned the other way). Warm north-east sea-breeze days also bring more people to the beach, which the backtest cannot rule out.
Backtest: On for 27% of 133 past NSW bite days vs 21% of matched days nearby, so bites were about 1.53× as likely when it was on (95% range 0.93–2.58). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Heavy cloud cover (>90%)
All sharks · up to 1.5 pts Local knowledge, unvalidatedThe "grey day feels sharky" heuristic.
How the points work
- +1.5 95% cloud or more
- +0.8 85% cloud
- 0 75% or less
Evidence: No study isolating cloud as a shark predictor was found. The feeling is probably driven by murky water after rain, which the heavy rain and turbidity factors capture more directly.
Backtest: On for 27% of 133 past NSW bite days vs 23% of matched days nearby, so bites were about 1.21× as likely when it was on (95% range 0.76–1.92). Not confirmed: the range still includes 1× (no difference), so chance can’t be ruled out. Details
Small swell (<1.5 m)
All sharks · up to 1 pts Contradicted by evidenceBelief that sharks come closer in when the swell is small.
How the points work
- +1 Swell under 1.5 m
- 0 1.5 m or bigger
Evidence: Bull sharks were more frequent in 1.8-2.8 m swell; drones and drumlines only operate in calmer conditions, so small-swell "effects" are partly when the gear can see. Small swell does put more people in the water.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Warm water offshore, cooler band inshore
White sharks · up to 2 pts Local knowledge, unvalidatedSatellite water temperature 35-65 km offshore vs right off the beaches, counted only while the inshore water is in the white shark range. The fisherman's idea: warm East Australian Current water offshore squeezes white sharks into the cooler strip along the coast.
How the points work
- +2 Offshore water 1.5°C+ warmer than inshore
- +1 1°C warmer (the level tested)
- 0 Less than 0.5°C difference, warmer inshore, or inshore water outside the white shark range
Evidence: White sharks have been tracked searching along temperature fronts at shelf scale. In this project’s tests the bite data pointed the other way (bites about half as likely on these days, for white and bull sharks alike), most likely because cooler water at the beach keeps people out of it. SharkSmart white shark detections in 2026 leaned the fisherman’s way (about 1.3× on these days) but not clearly. Kept as local knowledge with a small weight.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
Strong southward current (East Australian Current)
White sharks · up to 2 pts Local knowledge, unvalidatedThe strongest southward surface current up to ~95 km off the beaches today (modelled), with more when the water is also warmer than usual, counted only while the water is in the white shark range. The fisherman's warning: currents far stronger than usual, arriving all at once, crowd white sharks onto the beaches.
How the points work
- +2 0.75 m/s+ southward and water 1°C+ above normal
- +1.2 0.75 m/s+ southward, normal water temperature
- +0.6 0.5 m/s southward (the level tested), normal temperature
- 0 0.25 m/s or less, or water outside the white shark range
Evidence: Satellite current data covers too few past bites to test this (about 30), and 2026 SharkSmart white shark detections showed no difference on strong-current days, or on strong-and-warm days. The daily figure comes from a current model; the tests used satellite altimetry, which arrives too late for a daily rating. Kept as local knowledge with a small weight.
Backtest: Not tested against past bites: the records don’t go back far enough. Details
The two headline studies, in context
The “90% accurate” satellite shark AI. This is ESpy Ocean’s SharkChess, an Adelaide start-up model funded by NSW Fisheries and trained on NSW tagged white sharks, using chlorophyll, water temperature, currents and clarity. The 90% figure is the share of times it called the direction a shark moved (north, south or stay) correctly. It is not a prediction of sharks at a beach or of bites, it was trained on clear-change events only, and no paper, baseline or validation design has been published (Lot Fourteen, 2024). We use the same kinds of satellite inputs (SST, anomaly, turbidity, chlorophyll) but only as low-confidence factors.
The Macquarie “cool pockets” thesis. Samantha Lynch’s 2017 MRes (published as Ryan, Lynch et al. 2019) found white shark bites occurred where the monthly SST anomaly was about 0.3°C less warm than surrounding areas, on a ~100 km monthly grid, with 66.67% accuracy on a balanced hold-out set. It did not link cool pockets to river mouths or measure prey. We test a daily, ~1 km version (inshore anomaly versus the coast either side, and versus the last 30 days) as a low-confidence white shark factor (thesis, paper).
Why “risk” is hard to measure
Bite records mostly show when and where people swim. Warm water, summer, small swell, daylight and dawn surfs all put more people in the water. A global review found only four of 56 publications statistically tested any short-term bite factor, with little agreement (Duval et al. 2025). That is why the rating leans on shark presence data and labels everything else by confidence. A single beach records too few bites to validate anything, so we archive SharkSmart alerts daily to test the model against presence as that record grows.
Data sources
- NSW SharkSmart: tagged-shark detections from 40+ listening stations, SLS drone sightings, drumline and net captures, station and drone status.
- Open-Meteo: hourly weather, rainfall (local and catchment), swell, sea level (tides) and modelled water temperature.
- NASA JPL MUR SST and anomaly (0.01°, daily) via NOAA ERDDAP. IMOS OceanCurrent publishes comparable SST anomaly maps.
- NOAA VIIRS Kd490 (turbidity) and gap-filled chlorophyll-a.
- Fishing and wildlife reports from public sources (Fishing Monthly, tackle shops, forums, news), found and summarised each morning by an AI research step (DeepSeek via OpenRouter, searching with Perplexity), with links.
- Australian Shark-Incident Database for the backtest.
The full research review behind these choices is in the project repository (docs/Shark activity predictors Sydney.md).