Jason Furman Profile picture
Oct 6, 2020 17 tweets 4 min read Read on X
How should we think about the ideal size of fiscal stimulus right now? A thread with two approaches: (1) top down (based on filling the macro hole) and (2) bottom up (based on protecting people).
Three distinct issues:

(1) When do we need money? Simple: two months ago.

(2) How long do we need money? As long as it takes, could be years, ideally would have triggers to continue after Congress is fatigued.

(3) How much per month? Rest of thread is on this question.
A top down approach would ask what the output gap is and what the multiplier is. CBO's July forecast put the output gap at 6% in Q4, at a time when they expected the UR to be 10.5% this quarter. So presumably they would say something smaller, maybe 4%. cbo.gov/system/files/2…
Alternatively, Okun's Law says the output gap is 2*(7.9% unemployment - 3.4% full employment rate) = 8%. Let's round that up to 10% which could reflect the higher "realistic" unemployment rate, a further outbreak that hurts the economy more, or a lower full employment rate.
Next we need a multiplier. Most advocates of stimulus I see on twitter tout multipliers like 1.5. On the other hand, this may be too high and the very short-term multiplier might be lower, as low as 0.5. Let's use both.
Finally we can combine these with the fact that monthly GDP is $1.8T and get the following needs for monthly stimulus for the 0.5 multiplier / 1.5 multiplier case:

If the output gap is 4%: $36b / $108b
If the output gap is 10%: $90b / $270b
If legislating for 6 months then the total ranges from $216 billion to $1.6 trillion.

I would want to err on the side of more, I worry the output gap will remain large, and that the short-run multiplier is low. So I would be at the top of that range.
Now a bottom up approach. I'll consider four elements:

(1) Health needs like testing. I'm no expert, will arbitrarily pencil in $30b/month.

(2) Unemployed.

(3) States/localities

(4) Everything else
Second, how much do we need for the unemployed? Compensation in August was $56 billion below its pre-crisis trend. In theory for that amount of money could keep worker's whole (would still have lost business income etc.). That is about $350 billion over six months.
Alternatively, 28 million on UI or waiting to get on. If you support $600/week * 4.35 weeks per month that is $73 billion a month.
Three things might change that number:

PUA for gig workers etc. ends at the end of the year. Need ~$10b per month for it next year.

Continued claims falling, so likely lower than $73b for month.

I prefer $400/month given the economy.

Nets to lower but I'll stick with $70b.
Third, how much is needed for states and localities? Auerbach, Gale and Sheiner put the *revenue* shortfall at $227b over three years. There is also additional demands on spending. Let's double the number and say $450b total, if over 6 months is $75b/month. Image
Finally, everything else? A lot of people not eligible for UI, in fact most suffering during CARES period appears to have been people not getting UI not people getting too little UI. Mechanisms for this is checks, SNAP, child allowance, housing vouchers, etc. Call it $60b/month.
I don't have a good basis for this, but $60b per month is as much as we spend on SNAP in a normal year, so would be enough for a 12X expansion of that program. Or enough for stimulus checks every three months. Or enough to close the personal income shortfall not counting UI.
Oh, and I would allocate $0 to restoring the state and local deduction and twice as much as that to PPP.
So the bottom up approach gets you the following per month:

Health: $30b
UI: $70b
States: $75b
Other: $60b
TOTAL: $235b

That is a bit below the upper bound of the "top down calculation" and works out to $1.4 trillion over six months.
In conclusion:

--The sooner the better

--The longer the better (with triggers)

--Erring on the side of large gets you about $250b per month if the legislation lasts for six months.

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More from @jasonfurman

Apr 10
New NYT: CPI was super hot. But core was relatively tame. Two huge one-time factors raising inflation: tariffs & Iran. Fed can't solve them because they're not about excessive demand. Only Trump or time can solve.

Now the usual wonky thread I didn't have time for before. Image
Before I go on with the numbers, here's a link to the new piece. nytimes.com/2026/04/10/opi…
And here are the full set of numbers.

Note Core CPI annual rate:
1 month: 2.4%
3 months: 2.9%
6 months: 2.3%
12 months: 2.6% Image
Read 10 tweets
Apr 3
The job market continues to be reasonably good (for an aging workforce with low net immigration).

178K jobs in March, much a bounceback from strikes and weather that resulted in -133K (revised) in February. The three month average is 68K.

Urate ticked down to 4.3%. Image
We're past the large shifts in government jobs that were confusing the interpretation of overall jobs numbers last year. But still, I'll show you the private numbers (possibly the last time until needed again)--you can see the difference between this and total from last year. Image
The stability of the unemployment rate is extraordinary and unprecedented. It is 4.3% now, only 0.1pp higher than it was 12 months ago.

Note estimates of breakeven job growth range from about 0K to 50K/month. Don't need a lot of new jobs to keep unemployment from rising. Image
Read 7 tweets
Mar 6
Jobs report uniformly weak: 92K jobs lost (with job losses in almost every industry), household survey employment down too, unemployment rate up to 4.4%, participation down, avg weekly hours flat.

Main sign in the other direction was strong wage growth. Image
The dynamics for private employment look just like overall (86K lost in private with govt basically flat. Image
Unemployment rate still stable or slightly rising. Breakeven job growth is in the 25-50K range so negative jobs months will be more common and normal going forward. Note 3-month moving average of jobs is 6K so a bit below this range. Image
Read 8 tweets
Feb 20
A strong finish to the year for core PCE inflation. And not "strong" in a good way.

Annual growth rates.
1 month: 4.3%
3 months: 3.1%
6 months: 2.9%
12 months: 3.0% Image
Full numbers. Image
Market-based measures remain a bit lower--but were also elevated in December. Image
Read 7 tweets
Feb 19
More than *all* of the jobs added over the last year have been in private education & health services.

Total jobs: 359K
Private education & health services: 773K
All other sectors: -414K

This might look surprisingly unbalanced. It's actually the opposite.

A 🧵 Image
Here is percentage job growth across sectors over the last year. Dropping the two most extreme they range from 0.8% for leisure & hospitality to -1.5% for information, a 2.2pp difference.

(Note this post generally uses 3 month moving averages to smooth otherwise volatile data.) Image
This is job growth in 1996. It looks more balanced than 2025 because every industry added jobs. But actually the gap between the second highest (professional services at 5.1%) and second lowest (mining at 0.4%) is 4.7pp. Much more dispersed than this year. Image
Read 9 tweets
Feb 13
Core CPI inflation rose during the month of January. But it fell and was relatively muted over longer periods of time--although still some concern the numbers a bit lower due to shutdown-related quirks.

Annual rates:
1 month: 3.3%
6 months: 2.5%
12 months: 2.5% Image
Here are the full numbers. Sadly no data for October because of shutdown so can't compute 3 month changes. Image
Core goods inflation was high as the tariffs were kicking in but has basically gone away and I don't think there is much reason to expect it back.

If you wanted to make yourself nervous could focus on resurgence of core services, does that reflect underlying inflation pressures? Image
Read 7 tweets

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