Short Answer

Both the model and the market expect the highest temperature in Atlanta on May 4, 2026, to be 78° to 79°, with no compelling evidence of mispricing.

1. Executive Verdict

  • Historical average for May 4 in Atlanta is 77.6°F.
  • A long-range model forecast predicts 77°F for the date.
  • Fulton County is experiencing D3 Extreme Drought conditions.
  • Market sentiment indicates a shift away from higher temperature outcomes.
  • Forecasts predict sunny conditions for May 4, 2026.

Who Wins and Why

Outcome Market Model Why
75° or below 2.0% 2.8% Historical average (77.6°F) and a long-range model forecast of 77°F align strongly.
80° to 81° 19.0% 17.5% This range is well above the historical average, and market sentiment shows a shift away.
78° to 79° 51.0% 53.2% It is the current leading outcome, very close to the historical average, with clear skies.
84° or above 1.0% 1.1% This range is significantly above the historical average and has limited market support.
76° to 77° 21.0% 23.5% Strongly aligns with the long-range model forecast of 77°F and the historical average.

Current Context

The prediction market for Atlanta's May 4, 2026 high temp is active. A prediction market on Polymarket for the highest temperature in Atlanta on May 4, 2026, measured at Hartsfield-Jackson Atlanta International Airport (KATL), identifies 78-79°F as the leading outcome with a 39% probability [^][^]. As of the search time, Wunderground history pages for KATL on May 4, 2026, indicate that "No data recorded" is available for that specific date [^][^].
Historical data provides context for Atlanta's May 4 temperature. The historical average high temperature for May 4 in Atlanta, spanning the years 1930-2025, is 77.6°F, with a record high of 90°F occurring in 1955 [^]. Recent trends from April 2026 show Atlanta's high temperatures reached 90°F [^], coinciding with a severe drought affecting 98% of Georgia as of April 23 [^]. However, early May 2026 monthly data records a maximum temperature of 68°F, likely for May 1 [^].

2. Market Behavior & Price Dynamics

Historical Price (Probability)

Outcome probability
Date
The prediction market for the highest temperature in Atlanta reaching or exceeding 76°F on May 4, 2026, has exhibited a stable, sideways trend with minimal volatility. The contract price has been confined to an extremely narrow trading range between 1.0% and 8.0%. Beginning at a 2.0% probability, the price has not experienced any significant directional movements and currently sits at 2.0%, reflecting a lack of new catalysts to influence trader sentiment. The overall price action is flat, indicating equilibrium at a low probability assessment.
The chart shows no significant price spikes or drops that would correlate with external news or developments. The price has remained stable in the low single digits, suggesting the market has not reacted to any new information. Trading volume is very low, with a total of only 1,551 contracts traded. This low volume, spread across 16 data points, suggests limited market participation and a lack of strong conviction from traders. The low liquidity means the market could be moved by small trades, but the price has remained stagnant, reinforcing the idea of a stable, albeit weakly held, consensus.
Given the limited trading history and narrow range, formal support and resistance levels are not firmly established. However, the price has effectively found a floor near 1-2% and a ceiling at 8.0%. The current price of 2.0% is testing the bottom of this range. Overall, the chart indicates a consistently bearish market sentiment. Traders are assigning a very low probability to the temperature reaching 76°F or higher. The combination of a low, stable price and low trading volume suggests that while the prevailing belief is that this outcome is unlikely, there is little active trading interest in the market at present.

3. Significant Price Movements

Notable price changes detected in the chart, along with research into what caused each movement.

Outcome: 80° to 81°

📉 May 04, 2026: 14.0pp drop

Price decreased from 33.0% to 19.0%

What happened: The provided research indicates "no confirming news on drop or catalyst" for the 14.0 percentage point drop in the "80° to 81°" outcome for Atlanta's highest temperature on May 4, 2026 [^]. Despite prioritizing social media, no relevant posts or viral narratives from key figures were identified in the available information that could have led to or coincided with this market movement. Similarly, no traditional news announcements or specific market structure factors (e.g., large trades) were found to explain the decline [^]. Therefore, based solely on the provided sources, the primary driver for this price movement remains undetermined, and social media was (d) irrelevant.

Outcome: 82° to 83°

📉 May 03, 2026: 9.0pp drop

Price decreased from 12.0% to 3.0%

What happened: Based on the provided sources, it is not possible to identify the primary driver for the 9.0 percentage point drop in the "82° to 83°" outcome for Atlanta's May 4, 2026, high temperature prediction market. The available information details market parameters, resolution sources, and historical weather averages [^] but contains no social media activity, traditional news reports, or specific market structure events from May 3, 2026, that could explain the price movement. Without data pertaining to these factors, establishing a causal link is impossible. Consequently, the role of social media in this market shift cannot be determined from the provided materials.

4. Market Data

View on Kalshi →

Contract Snapshot

This market resolves to YES if the maximum temperature recorded in Atlanta on May 4, 2026, is between 78-79° Fahrenheit according to the National Weather Service's Climatological Report (Daily); otherwise, it resolves to NO. Trading for this market closes at 11:59 PM local time on May 4, 2026. The market expires the sooner of 7:00 or 8:00 AM ET following the data release for May 4, 2026, or one week after that date, or by May 5, 2026 at 1:00am EDT, with projected payouts 30 minutes after closing.

Available Contracts

Market options and current pricing

Outcome bucket Yes (price) No (price) Last trade probability
78° to 79° $0.51 $0.50 51%
76° to 77° $0.21 $0.85 21%
80° to 81° $0.25 $0.81 19%
75° or below $0.02 $1.00 2%
82° to 83° $0.06 $0.96 2%
84° or above $0.01 $1.00 1%

Market Discussion

The highest temperature predicted for Atlanta on May 4, 2026, is 78°F (26°C), with cloudy conditions and a 10% chance of rain [^]. This forecast is consistent with Atlanta's typical May temperatures, where average daily highs range from 76°F to 83°F, and the overall monthly average is around 74°F [^]. While one long-range outlook suggests May 2026 will be warmer than usual, it also anticipates cooler temperatures during the first ten days of the month, aligning with other forecasts placing May 2026 daily highs between 70°F and 86°F [^].

5. What is the TMAX Forecast for Atlanta on May 4, 2026?

TMAX Forecast for KATL (May 4, 2026)Not found in available research snippets [^].
GFS/NAM Model Data AvailabilityPivotal Weather shows 20260503 00z runs for Atlanta with 2m temperature and column max temp parameters [^][^]
ECMWF Model Data AccessibilityWeather.us has ensemble max temperature heatmaps and meteograms for Atlanta, but specific 00z deterministic values are paywalled or not present [^][^]
Specific maximum temperature forecasts could not be determined for KATL. The precise maximum temperature (TMAX) forecast numbers for the Hartsfield-Jackson Atlanta Intl Airport (KATL) station on May 4, 2026, from the final 00z runs of the GFS, ECMWF, and NAM models on May 3, 2026, could not be established from the available research. Consequently, a consensus forecast from these models cannot be determined without the specific TMAX data.
GFS and NAM models offer relevant data but lacked specific outputs. The GFS and NAM models presented relevant data for the Atlanta region on Pivotal Weather, showing GFS runs such as the 20260503 00z run, with available parameters including 2m temperature and column max temp [^][^][^][^]. Similarly, the NAM model on Pivotal Weather featured a '2 m AGL Temperature (24 h max)' parameter, which is suitable for TMAX forecasting [^][^][^]. However, direct forecast numbers for the Hartsfield-Jackson Atlanta Intl Airport's specific gridpoint values were not extracted from these sources, and obtaining them would require manual inspection of interactive sites for forecasts approximately 24-48 hours out to May 4 [^][^].
ECMWF model data was available but lacked specific TMAX values. For the ECMWF model, Weather.us provided ensemble max temperature heatmaps and meteograms for Atlanta, which are pertinent for maximum temperature forecasts [^][^]. Despite the availability of this information, specific deterministic 00z run values were either inaccessible due to paywall restrictions or not present within the provided research snippets. This made it impossible to extract the precise TMAX forecast for the target date of May 4, 2026, from this source [^][^].

6. What is Fulton County's Current Drought Status and Forecast?

Current Drought StatusD3 Extreme Drought (US Drought Monitor) [^][^]
PDSI for Fulton CountyNot explicitly located [^]
May 4, 2026 Atlanta Precipitation Chance47% [^]
Fulton County, GA, is experiencing extreme drought conditions as classified by the US Drought Monitor. The county is categorized under D3 Extreme Drought, a classification valid around April 16, 2026, and extending into late April [^][^]. This intensification of drought has affected 100% of Georgia's population, falling under various D1-D4 drought categories across the state [^][^]. However, an explicit numerical value for the Palmer Drought Severity Index (PDSI) specifically for Fulton County was not identified during the research [^].
Forecasted dew points for May 4, 2026, are currently unavailable for Fulton County. While a long-range forecast for Atlanta on that date indicates a high of 77 F, a low of 58 F, and a 47% chance of precipitation, specific dew point temperatures were not detailed in the available information [^]. Similarly, historical dew point temperatures for May 4 under comparable drought conditions were not located, though drought conditions are generally associated with reduced humidity and lower dew points [^].

7. What is the Forecaster Confidence for Atlanta's May 4, 2026 Temperature?

May 4, 2026 AFD StatusNot found or publicly indexed yet [^][^][^][^][^]
General Model AgreementLimited agreement on shower strength and timing (April 27 AFD) [^]
Prediction Market High Temp78-79F (39% odds for May 4, 2026) [^]
The official NWS Atlanta May 4, 2026, AFD is currently unavailable. The official National Weather Service (NWS) Atlanta Area Forecast Discussion (AFD) for the morning of May 4, 2026, has not been located through public searches, indicating it may not yet be issued or indexed [^][^][^][^][^]. Therefore, it is currently not possible to assess forecaster confidence in numerical model guidance or to identify specific local factors contributing to uncertainty regarding the day's high temperature from this particular AFD.
Recent AFDs offer insights into general forecaster confidence and uncertainty. While the specific May 4, 2026 AFD is unavailable, insights from recent AFDs provide general perspectives on forecaster concerns. For example, an April 27 AFD highlighted 'limited agreement' among model guidance concerning shower strength and timing, indicating a degree of lower confidence [^]. Furthermore, other recent AFDs, specifically from April 29, have identified the precise timing of cloud cover during peak heating as a key factor of uncertainty for daily high temperature predictions [^].
Current prediction market data indicates a specific high temperature range. Separately, current prediction market data points to a favored high temperature of 78-79F for Atlanta on May 4, 2026. This forecast carries a 39% probability according to the market [^].

8. What are GFS and ECMWF TMAX forecast biases for KATL in Spring 2026?

GFS Global 24-hr Air Temp RMSEApproximately 3°C (cool bias for daytime maximums) [^]
ECMWF Global TMAX BiasSystematic underestimation compared to GHCN data (2017-2021) [^]
ENSO Probability Spring 2026La Niña fading to neutral (75-91%) with El Niño watch late spring (61%) [^][^][^][^]
Specific model error data for KATL and early May is unavailable. Direct historical mean absolute error (MAE) or directional bias for GFS and ECMWF models regarding 24-hour TMAX forecasts at KATL for early May, particularly during the specific El Niño-Southern Oscillation (ENSO) phase projected for Spring 2026, are not available in the provided research [^][^]. Therefore, a complete and direct answer for KATL under these precise conditions cannot be fully furnished.
GFS model forecasts generally exhibit specific temperature biases globally. Globally, the GFS 24-hour air temperature Root Mean Square Error (RMSE) is approximately 3°C, often demonstrating a cool bias for daytime maximums during the warm season [^]. A study conducted in New York from 2018 to 2021 also observed a cold bias for GFS short-range temperatures below 25°C and a warm bias for temperatures exceeding 30°C [^]. Furthermore, GFS MOS errors are known to display low-frequency biases that mirror ENSO patterns, which are inherited from the raw GFS model itself [^].
ECMWF shows TMAX underestimation, and ENSO forecasts predict neutrality. The ECMWF model has demonstrated a systematic underestimation of TMAX in its operational forecasts when compared to global GHCN data from 2017-2021 [^]. Regarding the ENSO phase, projections for Spring 2026 indicate La Niña fading to a neutral state with a 75-91% probability for March-April-May 2026 [^][^][^][^]. Additionally, an El Niño watch is in effect for late spring, specifically with a 61% probability for May-June-July [^][^][^][^]. Despite these general insights into model behavior and ENSO projections, specific MAE and bias data for KATL under the requested precise ENSO conditions for early May remain unavailable [^][^].

9. What are the May 4, 2026 solar, cloud, and wind forecasts?

Peak Solar Insolation TimeNot precisely specified (research indicates "Plenty of sun" [^][^], "Sunny" [^][^][^], or "Clear" [^])
Morning Clouds Clearing TimeNot precisely specified (research indicates "Plenty of sun" [^][^], "Sunny" [^][^][^], or "Clear" [^])
May 4, 2026 Wind Direction ShiftNo shift to westerly or northwesterly direction (forecasted southwest/south wind) [^][^]
Forecasts predict sunny conditions for May 4, 2026, but lack specific insolation details. General forecasts indicate "Plenty of sun" [^][^], "Sunny" [^][^][^], or "Clear" conditions, with no rain expected between 9 AM and 7 PM [^]. However, the research does not provide a precise time for peak solar insolation or the clearing of any potential morning clouds. Furthermore, no HRRR model runs were referenced concerning these specific details.
No westerly or northwesterly wind shift is forecasted for May 4, 2026. The National Weather Service forecast for Atlanta on this date projects winds to begin calm, becoming southwest around 5 mph during the day, and then shifting to a south wind at approximately 5 mph for Monday night [^][^]. There is no indication of a wind shift to a westerly or northwesterly direction, which would be necessary to introduce downsloping or compressional heating in the afternoon. The research does not connect the forecasted wind patterns to such a heating event, and information regarding a high-pressure system from April 2026 [^] is irrelevant to this specific event.

10. What Could Change the Odds

Key Catalysts

The primary catalyst for the "Highest temperature in Atlanta on May 4?" market will be the actual maximum temperature recorded in Atlanta on May 4, 2026. Polymarket's current leading outcomes suggest a higher probability for temperatures in the 78–79°F range (39%), with 80–81°F as the next most likely at 24% [^].
The resolution of this market explicitly depends on the finalized highest temperature at the Hartsfield-Jackson International Airport Station (KATL) on 2026-05-04, as reported by Wunderground. For historical context, the all-time record highest temperature for May 4 in Atlanta is 90°F, which occurred in 1955 [^].

Key Dates & Catalysts

  • Strike Date: May 05, 2026
  • Expiration: May 11, 2026
  • Closes: May 05, 2026

11. Decision-Flipping Events

  • Trigger: The primary catalyst for the "Highest temperature in Atlanta on May 4?" market will be the actual maximum temperature recorded in Atlanta on May 4, 2026.
  • Trigger: Polymarket's current leading outcomes suggest a higher probability for temperatures in the 78–79°F range (39%), with 80–81°F as the next most likely at 24% [^] .
  • Trigger: The resolution of this market explicitly depends on the finalized highest temperature at the Hartsfield-Jackson International Airport Station (KATL) on 2026-05-04, as reported by Wunderground.
  • Trigger: For historical context, the all-time record highest temperature for May 4 in Atlanta is 90°F, which occurred in 1955 [^] .

13. Historical Resolutions

Historical Resolutions: 20 markets in this series

Outcomes: 3 resolved YES, 17 resolved NO

Recent resolutions:

  • KXHIGHTATL-26MAY02-T68: YES (May 03, 2026)
  • KXHIGHTATL-26MAY02-T61: NO (May 03, 2026)
  • KXHIGHTATL-26MAY02-B67.5: NO (May 03, 2026)
  • KXHIGHTATL-26MAY02-B65.5: NO (May 03, 2026)
  • KXHIGHTATL-26MAY02-B63.5: NO (May 03, 2026)