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Parag Mahajan

@paragmahajan.bsky.social

Assistant Professor of Economics at U of Delaware. Labor/Migration https://www.parag-mahajan.com

375 Followers  |  405 Following  |  8 Posts  |  Joined: 08.11.2024  |  2.0266

Latest posts by paragmahajan.bsky.social on Bluesky

Any economists on here who cen speak about experiences in their (non-US) country with the politicization of official statistics? DM me.
#EconSky

03.08.2025 04:12 โ€” ๐Ÿ‘ 63    ๐Ÿ” 27    ๐Ÿ’ฌ 9    ๐Ÿ“Œ 3

Thank you so much!

02.08.2025 19:31 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Thank you both! Let me know if you want to see updated draft(s)

02.08.2025 19:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
The initial estimate of job change for a month is based on the growth or loss of jobs at the businesses that have reported their data. Generally, BLS assumes that the employment situation at businesses that had reported is representative of the situation at those that had not yet reported. BLS continues to collect outstanding reports from the
businesses in the sample as it prepares a second and then a third estimate for the month. With each subsequent estimate, more businesses have provided their information. In 2012, the average collection rate at the time of the third estimate for a month was 94.6 percent. (See chart 1.)

The initial estimate of job change for a month is based on the growth or loss of jobs at the businesses that have reported their data. Generally, BLS assumes that the employment situation at businesses that had reported is representative of the situation at those that had not yet reported. BLS continues to collect outstanding reports from the businesses in the sample as it prepares a second and then a third estimate for the month. With each subsequent estimate, more businesses have provided their information. In 2012, the average collection rate at the time of the third estimate for a month was 94.6 percent. (See chart 1.)

Why do the jobs numbers get revised?

our markets and policymakers want data NOW but employer data dribbles in over months

1st estimate is based on the 75% of employers who respond promptly

Updates occur as more data rolls in: 95% response rate by final revision 1/N

www.bls.gov/opub/btn/vol...

02.08.2025 10:08 โ€” ๐Ÿ‘ 345    ๐Ÿ” 170    ๐Ÿ’ฌ 16    ๐Ÿ“Œ 13
I was just informed that our Countryโ€™s โ€œJobs Numbersโ€ are being produced by a Biden Appointee, Dr. Erika McEntarfer, the Commissioner of Labor Statistics, who faked the Jobs Numbers before the Election to try and boost Kamalaโ€™s chances of Victory. This is the same Bureau of Labor Statistics that overstated the Jobs Growth in March 2024 by approximately 818,000 and, then again, right before the 2024 Presidential Election, in August and September, by 112,000. These were Records โ€” No one can be that wrong? We need accurate Jobs Numbers. I have directed my Team to fire this Biden Political Appointee, IMMEDIATELY. She will be replaced with someone much more competent and qualified. Important numbers like this must be fair and accurate, they canโ€™t be manipulated for political purposes. McEntarfer said there were only 73,000 Jobs added (a shock!) but, more importantly, that a major mistake was made by them, 258,000 Jobs downward, in the prior two months. Similar things happened in the first part of the year, always to the negative. The Economy is BOOMING under โ€œTRUMPโ€ despite a Fed that also plays games, this time with Interest Rates, where they lowered them twice, and substantially, just before the Presidential Election, I assume in the hopes of getting โ€œKamalaโ€ elected โ€“ How did that work out? Jerome โ€œToo Lateโ€ Powell should also be put โ€œout to pasture.โ€ Thank you for your attention to this matter!

I was just informed that our Countryโ€™s โ€œJobs Numbersโ€ are being produced by a Biden Appointee, Dr. Erika McEntarfer, the Commissioner of Labor Statistics, who faked the Jobs Numbers before the Election to try and boost Kamalaโ€™s chances of Victory. This is the same Bureau of Labor Statistics that overstated the Jobs Growth in March 2024 by approximately 818,000 and, then again, right before the 2024 Presidential Election, in August and September, by 112,000. These were Records โ€” No one can be that wrong? We need accurate Jobs Numbers. I have directed my Team to fire this Biden Political Appointee, IMMEDIATELY. She will be replaced with someone much more competent and qualified. Important numbers like this must be fair and accurate, they canโ€™t be manipulated for political purposes. McEntarfer said there were only 73,000 Jobs added (a shock!) but, more importantly, that a major mistake was made by them, 258,000 Jobs downward, in the prior two months. Similar things happened in the first part of the year, always to the negative. The Economy is BOOMING under โ€œTRUMPโ€ despite a Fed that also plays games, this time with Interest Rates, where they lowered them twice, and substantially, just before the Presidential Election, I assume in the hopes of getting โ€œKamalaโ€ elected โ€“ How did that work out? Jerome โ€œToo Lateโ€ Powell should also be put โ€œout to pasture.โ€ Thank you for your attention to this matter!

Unquestionably the most dangerous and corrupt attack on the independence of US economic data in American history. Trump is firing the head of the BLS, a longtime civil servant confirmed 86-8 by the Senate, simply because the job numbers came in below his expectations today

01.08.2025 18:25 โ€” ๐Ÿ‘ 5154    ๐Ÿ” 1738    ๐Ÿ’ฌ 273    ๐Ÿ“Œ 246

Everyone who helps the creation of meaningful accurate data for the good of the public: I admire your service and appreciate you
โค๏ธ๐Ÿงก๐Ÿค๐Ÿฉทโค๏ธ

06.02.2025 04:46 โ€” ๐Ÿ‘ 44    ๐Ÿ” 11    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 2
Preview
Should investors care about ICE raids? Deportation nation

๐Ÿšจ Should (macro) investors should care about ICE raids? on.ft.com/4f34KQz

16.07.2025 13:20 โ€” ๐Ÿ‘ 95    ๐Ÿ” 23    ๐Ÿ’ฌ 7    ๐Ÿ“Œ 4
Preview
In Sudan, where children clung to life, doctors say USAID cuts have been fatal The Trump administrationโ€™s cuts to USAID had an immediate and deadly impact in war-ravaged Sudan, according to civilians, doctors and aid officials.

Please read this @khoureld.bsky.social story about the consequences of USAID cuts.

Children are dying from starvation on the streets of Sudan โ€” and the food that could save them, already paid for by our government, is languishing in U.S. warehouses.

(No paywall)

29.06.2025 20:04 โ€” ๐Ÿ‘ 208    ๐Ÿ” 147    ๐Ÿ’ฌ 15    ๐Ÿ“Œ 16
Preview
Life Out of the Shadows: the Impacts of Regularization Programs on the Lives of Forced Migrants Abstract. We examine the well-being effects of a regularization program offered to half a million Venezuelan forced migrants in Colombia. We collected data

What an important contribution from UMD (Go Terps!) alum @anamibanez.bsky.social and co-authors. Programs that integrate refugees work and are fiscally more efficient for host governments as evidenced in Colombia. #EconSky check out great paper: academic.oup.com/jeea/article...

19.06.2025 16:51 โ€” ๐Ÿ‘ 10    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Hoping to expand on whether and how effects spilled over up and down the supply chain in an updated draft, soon.

18.06.2025 20:02 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Check out some of my new work on H-2B workers and firms during the pandemic. Thanks to @upjohninstitute.bsky.social and @bradhershbein.bsky.social for their support!

18.06.2025 20:01 โ€” ๐Ÿ‘ 3    ๐Ÿ” 2    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Economists love when random variation makes it possible to measure causal impacts. I wrote a CRS 2-page summary of three studies that use random variation in application processing to measure the impact of the H-2B visa program on employers and employees: www.congress.gov/crs-product/...

04.06.2025 01:36 โ€” ๐Ÿ‘ 3    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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The reason why this article is so bad is that the only argument it marshals against international students is a fallacy. There isnโ€™t a fixed set of slots for people to compete for, given by nature. www.nytimes.com/2025/06/01/o...

01.06.2025 11:45 โ€” ๐Ÿ‘ 754    ๐Ÿ” 89    ๐Ÿ’ฌ 36    ๐Ÿ“Œ 57
screen shot from NBER website that contains paper title, authors, and abstract:  Targeted Education Transfers Reduced Long-Run and Intergenerational Ethnic Inequality in Chile
Adrienne M. Lucas, Patrick J. McEwan & David Torres Irribarra

Working Paper 33798
DOI 10.3386/w33798
Issue Date May 2025

Since 1991, Chile has provided large, renewable cash grants to indigenous children in lower-income households, conditional on school enrollment. We estimate intent-to-treat effects of grant exposure on indigenous adults and their children, leveraging variation in expected grant exposure across birth cohorts and never-treated adults, and using fixed effects to absorb unobserved variables shared by adults born in the same year and community. Cohorts with the greatest exposure had 0.6 more years of schooling, 10% more hours worked, and 22% higher labor earnings, reducing pre-treatment ethnic differences. Mothersโ€™ exposure increased their childrenโ€™s early-grade test scores and reduced second-generation grant receipt.

screen shot from NBER website that contains paper title, authors, and abstract: Targeted Education Transfers Reduced Long-Run and Intergenerational Ethnic Inequality in Chile Adrienne M. Lucas, Patrick J. McEwan & David Torres Irribarra Working Paper 33798 DOI 10.3386/w33798 Issue Date May 2025 Since 1991, Chile has provided large, renewable cash grants to indigenous children in lower-income households, conditional on school enrollment. We estimate intent-to-treat effects of grant exposure on indigenous adults and their children, leveraging variation in expected grant exposure across birth cohorts and never-treated adults, and using fixed effects to absorb unobserved variables shared by adults born in the same year and community. Cohorts with the greatest exposure had 0.6 more years of schooling, 10% more hours worked, and 22% higher labor earnings, reducing pre-treatment ethnic differences. Mothersโ€™ exposure increased their childrenโ€™s early-grade test scores and reduced second-generation grant receipt.

New @nber.org working paper "Targeted Education Transfers Reduced Long-Run and Intergenerational Ethnic Inequality in Chile" with #PatrickMcEwan & #DavidTorresIrribarra.

Title summarizes it. More details: www.nber.org/papers/w33798

20.05.2025 17:53 โ€” ๐Ÿ‘ 9    ๐Ÿ” 3    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

My cake on a face!

16.05.2025 23:04 โ€” ๐Ÿ‘ 3    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Preview
Opinion | The Science I Would Be Doing if I Werenโ€™t in ICE Detention

www.nytimes.com/2025/05/13/o...

13.05.2025 12:12 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

How many farmworkers in the US have no work authorization? I've published a guestimate in my new CRS 2-pager, "Work Authorization Among Hired Agricultural Workers," www.congress.gov/crs-product/...

(One common estimate is 42%. That estimate doesn't include H-2A workers in the denominator.)

02.05.2025 16:19 โ€” ๐Ÿ‘ 5    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Preview
'We're citizens!': Oklahoma City family traumatized after ICE raids home, but they weren't suspects A woman says her familyโ€™s fresh start in Oklahoma turned into a nightmare after federal immigration agents raided their home, taking their phones, laptops, and life savings โ€“ even though they were โ€ฆ

Please highlight this story.

ICE stormed into the wrong house, trashed the place, and made women/girls stand outside in the rain in their underwear. ICE also stole phones, laptops, and cash savings from the family, who moved to OKC two weeks ago.

kfor.com/news/local/w...

29.04.2025 14:15 โ€” ๐Ÿ‘ 22207    ๐Ÿ” 13960    ๐Ÿ’ฌ 1319    ๐Ÿ“Œ 2263
Preview
ICE Deports 3 U.S. Citizen Children Held Incommunicado Prior to the Deportation | American Civil Liberties Union Families disappeared and isolated without legal access; one child with cancer deported without medication and pregnant mother deported as well

This morning ICE deported 3 more US citizen children held incommunicado.
The families were disappeared and isolated without legal access; one child with cancer deported without medication and pregnant mother deported as well www.aclu.org/press-releas...

26.04.2025 12:26 โ€” ๐Ÿ‘ 798    ๐Ÿ” 404    ๐Ÿ’ฌ 36    ๐Ÿ“Œ 25
Preview
New images could change cancer diagnostics, but ICE detained the Harvard scientist who analyzes them Without scientist Kseniia Petrovaโ€™s expertise, no one can fully unlock the dataโ€™s potential, putting crucial advancements in early cancer detection at risk.

Almost every line of this story would have been simply unbelievable a few months ago:

โ€”Pioneering cancer researcher;
โ€”*Arrested* at airport in Boston;
โ€”Now indefinite ICE detention in Louisiana;
โ€”"Crime": not declaring some frog-embryo samples for research.

Read it.
www.nbcnews.com/news/us-news...

22.04.2025 01:32 โ€” ๐Ÿ‘ 29588    ๐Ÿ” 13786    ๐Ÿ’ฌ 751    ๐Ÿ“Œ 866
Preview
The Impact of Return Migration on Economic Development Abstract. Mexican migration to the United Statesโ€”one of the largest flows in human historyโ€”inverted in the late 2000s, and during the next decade more Mexicans returned home than those who migrated north. We exploit this historical reversal to estimate the effects of return migration on economic development in Mexico. We find that return migration leads to higher levels of development through improved income, labor, health, and educational outcomes. Our findings suggest that the benefits of migration extend beyond individualsโ€™ tenure abroad, as accumulated capital, skills, and social norms have the potential to contribute to development back home.

Unprecedented return migration from the US has contributed to Mexico's economic development in recent decades. In the March issue, by Josรฉ R. Bucheli and Matรญas Fontenla zurl.co/h2IZ1

21.04.2025 13:00 โ€” ๐Ÿ‘ 11    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Preview
Trump's immigration agenda isn't popular, actually Polling shows most Americans oppose the details of enforcement and the presidentโ€™s most extreme tactics

Despite what youโ€™ve probably heard, Trumpโ€™s immigration agenda isnโ€™t actually popular. While Americans sometimes approve of โ€œthe way he is handling immigrationโ€ in abstract, they are very negative on the details.
www.gelliottmorris.com/p/trumps-imm...

15.04.2025 12:13 โ€” ๐Ÿ‘ 1257    ๐Ÿ” 406    ๐Ÿ’ฌ 33    ๐Ÿ“Œ 55

Harvard has set an example for other higher-ed institutions - rejecting an unlawful and ham-handed attempt to stifle academic freedom, while taking steps to make sure students can benefit from an environment of intellectual inquiry, rigorous debate and mutual respect. Letโ€™s hope others follow suit.

15.04.2025 03:52 โ€” ๐Ÿ‘ 90849    ๐Ÿ” 18543    ๐Ÿ’ฌ 1617    ๐Ÿ“Œ 758
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Legal permanent resident of the U.S., showing up to apply for citizenship, with no allegations of criminal activity, is arrested and detained by masked police.
This is fascism, and that is not a word I use lightly.
www.nytimes.com/2025/04/14/n...

14.04.2025 22:06 โ€” ๐Ÿ‘ 9030    ๐Ÿ” 3008    ๐Ÿ’ฌ 171    ๐Ÿ“Œ 79
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bloomberg: ~90% of deported migrants to el salvador had no criminal record

14.04.2025 19:12 โ€” ๐Ÿ‘ 10198    ๐Ÿ” 4029    ๐Ÿ’ฌ 234    ๐Ÿ“Œ 230

Here is the situation if Iโ€™m understanding it correctly:

1. They are deporting lawful immigrants erroneously to prisons overseas

2. They are claiming no recourse to return these individuals

3. They say they are open to deporting citizens in the same way

14.04.2025 16:45 โ€” ๐Ÿ‘ 3923    ๐Ÿ” 1239    ๐Ÿ’ฌ 182    ๐Ÿ“Œ 59

No, absolutely not. I do not think we should be reading that into anything. The primary reason the government does not want him back is the much simpler explanation: they don't want to admit any mistakes, his very presence would be a huge embarrassment to them, and he'll tell tales about CECOT.

11.04.2025 17:54 โ€” ๐Ÿ‘ 1320    ๐Ÿ” 239    ๐Ÿ’ฌ 62    ๐Ÿ“Œ 13
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If it weren't for the tariffs, this would be one of the biggest stories right now.

10.04.2025 20:46 โ€” ๐Ÿ‘ 4424    ๐Ÿ” 1622    ๐Ÿ’ฌ 156    ๐Ÿ“Œ 153
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A remedial education program in India worked well when teachers were given strict implementation guidelines. It worked just as well when teachers had discretion to adapt. www.nber.org/papers/w33242 by Beg, @annefitz13.bsky.social, @jkerwin.bsky.social, @profalucas.bsky.social, & @kwrahman.com

09.04.2025 10:10 โ€” ๐Ÿ‘ 23    ๐Ÿ” 12    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Opinion | โ€˜Liberation Dayโ€™ Was Messy, but Trumpโ€™s Tariffs Can Still Work Itโ€™s a matter of timing and communication.

this is a great example of trying to rationalize a fundamentally irrational decision. youโ€™ll notice that at no point does cass ever articulate what the american public is supposed to get out of the deal here. www.nytimes.com/2025/04/08/o...

08.04.2025 12:01 โ€” ๐Ÿ‘ 2960    ๐Ÿ” 365    ๐Ÿ’ฌ 153    ๐Ÿ“Œ 36

@paragmahajan is following 20 prominent accounts