Mike Hoerger, PhD MSCR MBA Profile picture
Sep 10, 2024 7 tweets 4 min read Read on X
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵1/7

Nationally, we appear to have passed the peak of our late-summer wave, and it's not pretty.

At peak:
🔹>1.3 million daily infections
🔹2.8% (1 in 36) actively infectious
🔹Transmission higher than 90.5% of the pandemic

We are showing a peak around Aug 10, but as you look closely at the graph and in later Tweets, you'll see it was bimodal, with near-identical transmission on Aug 10 and Aug 24.

The CDC consistently corrects historical data, so in hindsight, we might expect the official peak date to flip to the 24th, or for the stats on the 10th to jump higher.

We had expected that Friday's data release might show this was the largest summer peak all-time (by the slimmest of margins), but the prior week's data were retroactively corrected downward by about 5%.

This is a common occurrence, which is why it's important to focus on the big-picture forecast (very bad transmission the remainder of 2024) as opposed to minute details.

Let's walk through the details in this Thread....Figure shows the 9 waves of the U.S. COVID-19 pandemic. We are in the 5th-largest wave, and the 2nd largest summer wave. The statistics in the Tweet summarize the peak of the current wave.
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵2/7

The current year-over-year graph on Covid transmission is troubling. We just had the worst August of Covid transmission in the U.S.

We are likely to have our worst September, worst October, and potentially worst November of transmission.

We expect to bottom out around 850,000 daily infections in early November, before the winter surge picks up.

These new monthly records for Covid transmission are the consequence of #LaissezFairePublicHealth, especially the 1-day isolation policy, but more generally that public health officials are not describing transmission frankly and the need for multi-layered mitigation.Graph of year-over-year transmission. The current surge appears to have peaked, just under the daily peak of the 2022 summer wave, and is setting the stage for four months of monthly records in transmission, based on year-over-year monthly comparisons.
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵3/7

Zooming in, see the forest for the trees: About 74 days in a row with 1 million daily infections.

The peak date is somewhat arbitrary, and either Aug 10 or 24 may be estimated the peak in hindsight.Graph shows the prior year of transmission and 1-month forecast. Daily infections will remain >1 million for nearly another month, and are projected to reach 74 days in total.   Once below 1 million, only expect daily infections to get down to about 850,000/day in early November, then get much worse.
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵4/7

Statistics to reinforce the significance of the ongoing pandemic:
🔹1.1 million daily infections on average the next month
🔹2.2% (1 in 45) actively infectious any given day of the next month
🔹High-risk in classroom-sized settings
🔹>1.5 million resulting Long COVID cases from infections derived during the next monthCurrent Levels for Sep 9, 2024 % of the Population Infectious 2.4% (1 in 41) New Daily Infections 1,157,000  New Weekly Infections 8,099,000  Resulting Weekly Long COVID Cases 405,000 to 1,620,000  Monthly Forecast Average % of the Population Infectious 2.2% (1 in 45) Average New Daily Infections 1,061,933 New Infections During the Next Month 31,858,000 Resulting Monthly Long COVID Cases 1,593,000 to 6,372,000  Running Totals Infections Nationwide in 2024 199,788,000 Average Number of Infections Per Person All-Time, U.S. 3.38  How Does Risk Increase with More Social Contacts? Number of peop...
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵5/7

This is the current heat map for Covid transmission. We released this Friday, given the ongoing debate about the CDC coloring their map in cool blue using the same data.

PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵6/7

Here are regional estimates of transmission. Note that you can estimate the percent of your state actively infectious by looking up the CDC Level on their website and multiplying it by 0.330.

These are approximate estimates and higher quality in states with more and longer-standing wastewater sites.

Go here, select a state from the drop-down:


For example, in Louisiana the most recently-reported CDC Level is 8.31.

8.31 * 0.330 = 2.74, signifying that 2.74% of the state is estimated to be actively infectious with Covid.

Take 100 divided by that number to get the "1 in ____" statistic. For example, 100/2.74 = 36.45, signifying that 1 in 36 people in Louisiana are estimated to be actively infectious.

Watch your decimals, and remember these formulas can't just be thrown at any random wastewater tracker.cdc.gov/nwss/rv/COVID1…Estimated Percentage Actively Infectious  PMC Model (carries forward to Sept 9) | Raw CDC Data (uses most recent data from the CDC website on Aug 31)  National	2.4% (1 in 41)		2.6% (1 in 39) Northeast	1.7% (1 in 57)		1.8% (1 in 54) Midwest	2.7% (1 in 38)		2.8% (1 in 35) South	2.6% (1 in 38)		2.8% (1 in 36) West	2.9% (1 in 35)		3.0% (1 in 33)
PMC COVID-19 Forecasting Model, Sept 9, 2024
🧵7/7

Here's the complete dashboard. Use, crop, improve, and share as desired across other platforms and the web. Tag me if helpful.

Read the full report and technical appendix online:
pmc19.com/dataDashboard had six areas, summarized in each of the preceding Tweets

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More from @michael_hoerger

Dec 31, 2025
PMC COVlD Update, Week of Dec 29, 2025
🧵1/10

Happy New Year's Eve! #nye

Based on today's CDC data, we estimate 1 in 51 Americans are actively infectious with COVlD. That's nearly 1 million new daily infections.

Be wise. Vax up, mask up. #oneofthetwo Heat map from CDC data and PMC estimates.
🧵2/10

Many states are surging presently. True levels are higher than shown in most places due to state-level reporting lags. Alabama	Moderate	1 in 46 (2.2%) Alaska	Low	1 in 93 (1.1%) Arizona	Very Low	1 in 201 (0.5%) Arkansas	High*	1 in 32 (3.1%) California	Very Low	1 in 351 (0.3%) Colorado	Low	1 in 71 (1.4%) Connecticut	High	1 in 33 (3.1%) Delaware	Low	1 in 90 (1.1%) District of Columbia	Very Low	1 in 300 (0.3%) Florida	Very Low	1 in 282 (0.4%) Georgia	Very Low	1 in 125 (0.8%) Guam	Very Low	1 in 585 (0.2%) Hawaii	Very Low	1 in 855 (0.1%) Idaho	Very Low	1 in 221 (0.5%) Illinois	Moderate	1 in 41 (2.5%) Indiana	Very High	1 in 14 (6.9%) Iowa	Low	1 in 69 (1.4%) Kansas	Moderate	1 in 46 (2.2%) Kentucky	High	1 in 34 (2.9...
🧵3/10

Although many states are surging, do not feel false security in "low" level states. For example, NY has terrible reporting quality with the CDC currently. Missouri	Moderate*	1 in 56 (1.8%) Montana	Low	1 in 76 (1.3%) Nebraska	Very High	1 in 18 (5.5%) Nevada	Very Low	1 in 122 (0.8%) New Hampshire	Moderate*	1 in 42 (2.4%) New Jersey	Very Low	1 in 113 (0.9%) New Mexico	Moderate	1 in 62 (1.6%) New York	Very Low*	1 in 127 (0.8%) North Carolina	Very Low	1 in 125 (0.8%) North Dakota	Moderate*	1 in 43 (2.3%) Ohio	High	1 in 28 (3.6%) Oklahoma	Very High	1 in 25 (4.0%) Oregon	Very Low	1 in 170 (0.6%) Pennsylvania	Moderate	1 in 45 (2.2%) Rhode Island	Moderate	1 in 41 (2.4%) South Carolina	Low	1 in 84 (1.2%) South Dakota	High	1 in 33 (3.0%) Tennessee	Moder...
Read 10 tweets
Dec 15, 2025
PMC COVID Update, Dec 15, 2025 (U.S.)

In the latest CDC data, 15 states have moderate to very high transmission.
🔹1 in 63 estimated actively infectious nationally, rising fastest in the Midwest & Northeast
🔹Very High: Indiana
🔹High: Nebraska, Vermont, Connecticut

🧵1/9 Heat map from CDC data and PMC estimates of 1 in 63 actively infectious and >700,000 new daily infections, based on wastewater derived estimates using models noted in the Technical Appendix at the website listed in the image.
PMC estimates 1 in 26 people in Indiana are infectious and 1 in 39 in Connecticut.

MI, MS, and AR may have higher levels than shown due to poor reporting.

States AL to MS shown.

🧵2/9 Alabama	Moderate	1 in 41 (2.4%) Alaska	Very Low	1 in 220 (0.5%) Arizona	Very Low	1 in 118 (0.8%) Arkansas	Low*	1 in 68 (1.5%) California	Very Low	1 in 382 (0.3%) Colorado	Very Low*	1 in 230 (0.4%) Connecticut	High	1 in 39 (2.6%) Delaware	Very Low	1 in 222 (0.4%) District of Columbia	Very Low	1 in 131 (0.8%) Florida	Very Low	1 in 320 (0.3%) Georgia	Very Low	1 in 275 (0.4%) Guam	Very Low	1 in 426 (0.2%) Hawaii	Very Low	1 in 670 (0.1%) Idaho	Very Low	1 in 108 (0.9%) Illinois	Low	1 in 71 (1.4%) Indiana	Very High	1 in 26 (3.8%) Iowa	Low	1 in 76 (1.3%) Kansas	Moderate	1 in 62 (1.6%) Kentucky	Mode...
PMC estimates 1 in 39 are infectious in both Nebraska and Vermont (coincidence, not typo).

Very few NY sites are reporting to the CDC, so use the NYS website there instead.

States MO to WY shown.

🧵3/9 Missouri	Low	1 in 80 (1.2%) Montana	Very Low	1 in 135 (0.7%) Nebraska	High	1 in 39 (2.5%) Nevada	Very Low	1 in 225 (0.4%) New Hampshire	Moderate	1 in 47 (2.1%) New Jersey	Very Low	1 in 200 (0.5%) New Mexico	Low	1 in 75 (1.3%) New York	Moderate*	1 in 49 (2.1%) North Carolina	Very Low	1 in 226 (0.4%) North Dakota	Low*	1 in 85 (1.2%) Ohio	Moderate	1 in 62 (1.6%) Oklahoma	Moderate*	1 in 47 (2.1%) Oregon	Low	1 in 89 (1.1%) Pennsylvania	Moderate	1 in 55 (1.8%) Rhode Island	Low	1 in 70 (1.4%) South Carolina	Very Low	1 in 215 (0.5%) South Dakota	Low	1 in 86 (1.2%) Tennessee	Moderate	1 in 60 (1.7%) ...
Read 9 tweets
Dec 8, 2025
PMC COVlD Update, Dec 8, 2025 (U.S.)
1/9

🔥🔥🔥Very High: Arizona (Yuma)
🔥🔥High: Indiana and Vermont
🔥Moderate: Nebraska and Alabama

Data only go through late November, and levels often increase following Thanksgiving. Heat map and PMC estimates of transmission (1 in 102 actively infectious).
PMC COVlD Update, Dec 8, 2025 (U.S.)
2/9

State-by-state estimates (part 1). Arizona is Very High, but sites were only online in the Yuma area. Indiana remains high.

MI and MS have considerable uncertainty.

DC is exceptionally low. Alabama	Moderate	1 in 47 (2.1%) Alaska	Very Low	1 in 220 (0.5%) Arizona	Very High*	1 in 18 (5.7%) Arkansas	Very Low*	1 in 138 (0.7%) California	Very Low	1 in 574 (0.2%) Colorado	Low	1 in 76 (1.3%) Connecticut	Low	1 in 91 (1.1%) Delaware	Very Low	1 in 307 (0.3%) District of Columbia	Very Low	1 in 5,777 (0.0%) Florida	Very Low	1 in 494 (0.2%) Georgia	Very Low	1 in 180 (0.6%) Guam	Very Low	1 in 289 (0.3%) Hawaii	Very Low	1 in 704 (0.1%) Idaho	Very Low	1 in 121 (0.8%) Illinois	Very Low	1 in 112 (0.9%) Indiana	High	1 in 30 (3.3%) Iowa	Low	1 in 83 (1.2%) Kansas	Low	1 in 105 (1.0%) Kentucky	Very L...
PMC COVlD Update, Dec 8, 2025 (U.S.)
3/9

State-by-state estimates (part 1). Vermont remains High. Tennessee has fallen rapidly from a quick surge.

Data quality are low in NY. Missouri	Very Low	1 in 176 (0.6%) Montana	Very Low	1 in 136 (0.7%) Nebraska	Moderate	1 in 45 (2.2%) Nevada	Very Low	1 in 372 (0.3%) New Hampshire	Very Low	1 in 109 (0.9%) New Jersey	Very Low	1 in 217 (0.5%) New Mexico	Very Low	1 in 118 (0.8%) New York	Very Low*	1 in 260 (0.4%) North Carolina	Very Low	1 in 233 (0.4%) North Dakota	Low*	1 in 101 (1.0%) Ohio	Low	1 in 70 (1.4%) Oklahoma	Low*	1 in 68 (1.5%) Oregon	Very Low	1 in 150 (0.7%) Pennsylvania	Low	1 in 89 (1.1%) Rhode Island	Very Low	1 in 187 (0.5%) South Carolina	Very Low	1 in 144 (0.7%) South Dakota	Low	1 in 82 (1.2%) Tennessee	Very Low...
Read 9 tweets
Nov 23, 2025
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵1/10

With CDC data operational again, the transmission map is back. The data are always a week old, so transmission is likely worse than depicted.

We estimate 1 in 116 people actively infectious and 422,000 new daily infections. Heat map: Indiana and Arkansas with "moderate" transmission. All others, "low" or "very low" (CDC categories).
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵2/10

State level estimates are back. Note, the CDC changed their data processing approach in August, which tends to downplay transmission.

Does 1 in 45 in Indiana seem "moderate"?

Levels in MI may be mod/high (poor reporting). Alabama	Very Low	1 in 153 (0.7%) Alaska	Very Low	1 in 272 (0.4%) Arizona	Low	1 in 63 (1.6%) Arkansas	Moderate*	1 in 47 (2.1%) California	Very Low	1 in 365 (0.3%) Colorado	Very Low	1 in 137 (0.7%) Connecticut	Low	1 in 103 (1.0%) Delaware	Very Low	1 in 262 (0.4%) District of Columbia	Very Low	1 in 418 (0.2%) Florida	Very Low	1 in 408 (0.2%) Georgia	Very Low	1 in 292 (0.3%) Guam	Very Low	1 in 887 (0.1%) Hawaii	Very Low	1 in 426 (0.2%) Idaho	Very Low	1 in 116 (0.9%) Illinois	Very Low	1 in 116 (0.9%) Indiana	Moderate	1 in 45 (2.2%) Iowa	Very Low	1 in 108 (0.9%) Kansas	Very Low	1 in 109 (0.9%) Ke...
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵3/10

State-level estimates (continued).

Current levels may be much higher than noted here. Note that CDC data are always at least a week old. The 2nd half of November is a time period historically of accelerating transmission. Missouri	Very Low	1 in 202 (0.5%) Montana	Very Low*	1 in 114 (0.9%) Nebraska	Low	1 in 95 (1.1%) Nevada	Very Low	1 in 228 (0.4%) New Hampshire	Low	1 in 78 (1.3%) New Jersey	Very Low	1 in 192 (0.5%) New Mexico	Very Low	1 in 151 (0.7%) New York	Very Low	1 in 212 (0.5%) North Carolina	Very Low	1 in 212 (0.5%) North Dakota	Very Low*	1 in 116 (0.9%) Ohio	Very Low	1 in 109 (0.9%) Oklahoma	Low*	1 in 70 (1.4%) Oregon	Very Low	1 in 194 (0.5%) Pennsylvania	Very Low	1 in 111 (0.9%) Rhode Island	Very Low	1 in 167 (0.6%) South Carolina	Very Low	1 in 112 (0.9%) South Dakota	Very Low	1 in 127 (0.8%) Tennes...
Read 10 tweets
Nov 8, 2025
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
1/6🧵

🔹301,000 new daily infections based on wastewater-derived models
🔹1 in 162 people (0.6%) actively infectious
🔹Levels the past 2 months corrected upward by Biobot
🔹"Lull point" estimated between Nov 5-21. Rising soon. Year over year graph, emphasizing that levels commonly rise in mid November
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
2/6🧵

The central estimate of the forecast suggests we will surpass 500,000 new daily infections on Nov 22.

There's a 25% chance of a prolonged lull like last year. More likely, we are in wave territory by the end of the month. Close up of the most recent 3 months of data, including the forecast.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
3/6🧵

We are presently in a lull between the 11th and 12th wave. Now is the time to get boosted and stock up on N95 masks, tests, and air purifier filters.

Do a DIY fit test if you've been putting it off. Graph of the 11 waves
Read 6 tweets
Nov 3, 2025
PMC COVlD Update, Nov 3, 2025 (U.S.)
1 of 9 🧵

The relative "lull" in SARS-CoV-2 transmission is unlikely to go much lower.

✨1 in 209 people are estimated actively infectious, likely the lowest levels of 2025 nationwide.

Get boosted. Stock up on masks, tests, & filters. Year-over-year graph
PMC COVlD Update, Nov 3, 2025 (U.S.)
2 of 9 🧵

No data presently suggest the rise of a winter wave any earlier than "usual."

If following historical trends, transmission will pick up Nov 15-29. Last year's rise was atypically late. Forecasted transmission
PMC COVlD Update, Nov 3, 2025 (U.S.)
3 of 9 🧵

Expect rising misinformation/disinformation as transmission heats up:
🔹Abuse of community notes, particularly surrounding wastewater methodology
🔹Paid bot army attacks, especially about boosters & masks
Read 9 tweets

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