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

At peak:
šŸ”¹>1.3 million daily infections
šŸ”¹2.8% (1 in 36) actively infectious
šŸ”¹Transmission 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
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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
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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
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Statistics to reinforce the significance of the ongoing pandemic:
šŸ”¹1.1 million daily infections on average the next month
šŸ”¹2.2% (1 in 45) actively infectious any given day of the next month
šŸ”¹High-risk in classroom-sized settings
šŸ”¹>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
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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
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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
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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

Apr 14
🧵1/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

šŸ”¹2.2 million weekly infections
šŸ”¹1 in 149 actively infectious
šŸ”¹>100,000 LC cases resulting from the week's infections
šŸ”¹>800 deaths resulting from the week's infections
šŸ”¹"Lull" transmission steady/slightly decliningCurrent Levels for Apr 14, 2025	 % of the Population Infectious	 0.7% (1 in 149)	 New Daily Infections	 320000	 New Weekly Infections	 2240000	 Resulting Weekly Long COVID Cases	 112,000 to 448,000	 Resulting Weekly Excess Deaths	 800 to 1,300	 	 Monthly Forecast	 Average % of the Population Infectious	 0.7% (1 in 138)	 Average New Daily Infections	 345366.6667	 New Infections During the Next Month	 10361000	 Resulting Monthly Long COVID Cases	 518,000 to 2,072,000	 Resulting Monthly Excess Deaths	 3,700 to 6,200	 	 Running Totals	 Infections Nationwide in 2025	 60891000	 Average Number of ...
🧵2/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

Year-over-year transmission (red line, lower left) is tracking the median (grey), year 4 (yellow), and year 5 (orange) closely.

If that trend continues, expect steady yet bumpy transmission the next couple months, until June/July.line graphs, described in tweet
🧵3/5 | PMC Dashboard, Apr1il 14, 2025 (U.S.)

The heat map shows only 4 states in the CDC 'high' level and none in the 'very' high level.

Check local data. Those timing activities to lulls may see a clear opportunity.heat map, described in tweet
Read 6 tweets
Apr 9
The NIH Clinical Center drops universal masking after 5 months of protecting patients, family, & staff.

Wastewater-derived estimates indicate 2.79 million Americans are getting Covid per week AND top actuaries suggest an American dies of Covid every 3 minutes.

🧵1/5 Masks are optional beginning April 11. Staff will mask on request.
These are the current wastewater-derived estimates of transmission.

2.79 million Covid infections/week in the U.S. in the current high "lull."
🧵2/5
This thread with video explains in exquisite detail how every 3 minutes in 2025 an American dies of Covid.

🧵3/5
Read 5 tweets
Apr 7
1) PMC COVlD Dashboard, April 7, 2025 (U.S.)

šŸ”¹1 in 120 actively infectious
šŸ”¹1 in 3 chance of exposure in a room of 50
šŸ”¹2.8 million weekly infections
šŸ”¹>140,000 resulting LC cases from the week's infections
šŸ”¹>1,000 deaths resulting from the week's infections Current Levels for Apr 7, 2025	 % of the Population Infectious	 0.8% (1 in 120)	 New Daily Infections	 399000	 New Weekly Infections	 2793000	 Resulting Weekly Long COVID Cases	 140,000 to 559,000	 Resulting Weekly Excess Deaths	 1,000 to 1,700	 	 Monthly Forecast	 Average % of the Population Infectious	 1.0% (1 in 105)	 Average New Daily Infections	 455766.6667	 New Infections During the Next Month	 13673000	 Resulting Monthly Long COVID Cases	 684,000 to 2,735,000	 Resulting Monthly Excess Deaths	 4,900 to 8,100	 	 Running Totals	 Infections Nationwide in 2025	 55591000	 Average Number of...
2) Watch this video to understand how we use excess death data from one of the world's largest reinsurers to estimate how this week's infections will result in >1,000 deaths.
3) Transmission is steady or declining across much of the nation, but remains high in 11 states and DC, per the CDC.

Other sources, such as WastewaterSCAN, show a near doubling of transmission in the Northeast the past few weeks, so remain cautious.
Read 4 tweets
Mar 31
🧵1 of 5
PMC Dashboard, March 31, 2025 (U.S.)

šŸ”¹800-1,400 deaths expected to result from this week's infections (new stat, see video next Tweet)
šŸ”¹100,000+ Long Covid conditions to result from this week's infections
šŸ”¹1 in 142 actively infectious todayCurrent Levels for Mar 31, 2025	 % of the Population Infectious	 0.7% (1 in 142)	 New Daily Infections	 337000	 New Weekly Infections	 2359000	 Resulting Weekly Long COVID Cases	 118,000 to 472,000	 Resulting Weekly Excess Deaths	 800 to 1,400	 	 Monthly Forecast	 Average % of the Population Infectious	 0.8% (1 in 120)	 Average New Daily Infections	 397233.3333	 New Infections During the Next Month	 11917000	 Resulting Monthly Long COVID Cases	 596,000 to 2,383,000	 Resulting Monthly Excess Deaths	 4,300 to 7,100	 	 Running Totals	 Infections Nationwide in 2025	 52303000	 Average Number of ...
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PMC Dashboard, March 31, 2025 (U.S.)

This video explains U.S. COVID excess death statistics, which we have incorporated into the dashboard.

🧵3 of 5
PMC Dashboard, March 31, 2025 (U.S.)

The transmission forecast suggests 300-500k daily infections the next month. If the data get retroactively corrected downward, we could dip to 200k.

Check local dashboards, and time events accordingly.Forecast graph, described in post
Read 5 tweets
Mar 31
PMC Update on #ExcessDeaths

šŸ”„109,000-175,000 people in the U.S. are expected to die as a result of COVID in 2025, based on estimates derived from Swiss Re
šŸ”„COVID deaths expected to be on par with lung cancer in the U.S. in 2025
šŸ”„Death data added to the dashboard
2) Full video links to learn more about COVID #ExcessDeaths in the U.S.

Dashboard page (presently featured): pmc19.com/data
Downloadable file: pmc19.com/data/deaths033…
Veed platform: veed.io/view/558039f4-…
3) The new #ExcessDeath statistics build on what we described in the 5-year pandemic anniversary video.

Watch from 12:14-20:00 to see how simplistic models underestimate COVID deaths. The Swiss Re model solves that problem. PMC extends that work.
Read 6 tweets
Mar 24
PMC Dashboard, Mar 24, 2025 (U.S.)
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šŸ”¹3 million new weekly infections in a persistent "lull" of substantial transmission
šŸ”¹1 in 107 (0.9%) of the population actively infectious
šŸ”¹1 in 3 regions in high/very high transmission (16 states and DC)Heat map of transmission, described in Tweet
PMC Dashboard, Mar 24, 2025 (U.S.)
🧵2/5

We have had a steady state of about a half million infections the past several weeks. That's over 50 million estimated infections so far in 2025.

In a room of 40-50 people, there's a 1-in-3 chance of exposure if no testing/isolation.Current Levels for Mar 24, 2025	 % of the Population Infectious	 0.9% (1 in 107)	 New Daily Infections	 446000	 New Weekly Infections	 3122000	 Resulting Weekly Long COVID Cases	 156,000 to 624,000	 	 Monthly Forecast	 Average % of the Population Infectious	 1.0% (1 in 96)	 Average New Daily Infections	 496566.6667	 New Infections During the Next Month	 14897000	 Resulting Monthly Long COVID Cases	 745,000 to 2,979,000	 	 Running Totals	 Infections Nationwide in 2025	 50757000	 Average Number of Infections	 Per Person All-Time, U.S.	 3.708526284	 	 How Does Risk Increase with More Social Co...
PMC Dashboard, Mar 24, 2025 (U.S.)
🧵3/5

There's a good chance of steady transmission the next month. Often, we'd head into a low lull about now. BUT there are no universal precautions, immunity is waning from the fall & winter 2023-24, & viral evolution looks less 'lucky.'Middle forecast shows 400-600k daily infections.
Read 5 tweets

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