My friend @itsafronomics wanted to know the breakdown of student debt by income, so I pulled data from the SCF.

Student debt is more concentrated amongst high earners, but disproportionately amongst Black borrowers. The plot below plots the average within Income Quartiles.
1/n

But those are the averages. What's the share that's above 10k? (This is the Biden current cutoff for debt forgiveness, so a useful benchmark).

For comparison, 20% of white Americans have student debt, and 31% of Black Americans.
Let's contrast that with say, above 20k. I was surprised at how high the share remains.
When we get to 50k of student debt, or more, we see it's only about 5% of the US, and around 8% of Black Americans. Strikingly, it's a huge share of high income Black Americans (this is a known fact in the education literature, I believe).
So what does this look like put together? Overall, we see a higher share of Americans with debt above 10k, and 20k. We would cover a decent amount with 10k, but miss Black Americans especially.
Across the income distribution, the people at high incomes who would benefit disproportionately appear to be Black.
This was a useful exercise for me, as I hadn't looked hard at the numbers. All this data is publicly available here: https://t.co/T9yUGzwiOv
A good point raised was regarding the share of the dollars that would go to black borrowers under the different cutoffs. Everything above is within group.

The following exercise says: if we forgave 10k, 20k, and 50k, what share of dollars goes to Black Americans?
It's worth noting that the share to Black Americans is far lower in the high income group, and that's because they're less represented there, even though they have higher levels of debt.
Here's the data and code if you wanted to play with it: https://t.co/KdZTVMzvmd

More from Economy

EVs DO NOT EMIT MORE PM

Recently @OECD published a report about particulate matter (PM) from road transport. Newspaper headlines blared that electric vehicles where worse than combustion vehicles. That conclusion was wrong according to the report itself.

Let me show you.


The report (published december 7) can be found here:
https://t.co/1HpicKexOt


It's main point is well taken: as cars get cleaner, fine particles emitted by brakes, tires and road surfaces will become more important.
The table comparing electric and combustion engines is on page 92. I took averages of low and high values to get the graph in the first tweet.


I merely took the averages. To get this.


I think it is a terrific report that pulls together a LOT of literature on fine particles that cars spew into the air and that make us sick.

We have ignored this problem for too long, and there's more here than simply exhaust!
I really think people have a very short-sighted view of the city and its key role in decades to come for the economy of 🇨🇳. Every so often, people have a handful of misconceptions about the city's future because they lack of basics in strategy 👇


https://t.co/6wuRzXGkYZ The West propaganda seems to make people think we are cracking down on 🇭🇰 people because we no longer need them and we will inevitably suppress their rights. Every now and then, I talk with people in 🇭🇰 who think the Great Firewall will extend to 🇭🇰

🇺🇸-led liberal order is very strong to come across 🇭🇰 people and make them believe what they want. Brainwashed people don't think rationally and fall for the lies and propaganda. This guy is one among so many others I met in 🇭🇰 who told me the same thing, that the city is doomed

They couldn't be more ignorant ! Unfortunately they will end up leaving the city and missing out on incredible opportunities... But they don't know that nothing will eventually change after 2047 ? 🙃Let me explain you why

I bet even after 2047 🇭🇰 will still enjoy a high degree of autonomy and freedoms that its mainland counterpart can’t enjoy : an independent legal and financial system, English as one of the official language, an access to the West internet, its traditional medias, etc.
One of the hardest problems post-pandemic will be how to revive so-called "left behind" places.

Post-industrial towns, run-down suburbs, coastal communities - these places were already struggling before the crisis and have fared worst in the last year.

What should we do?

Today, @ukonward sets out the beginning of a plan to repair our social fabric. It follows our extensive research over the last year, expertly chaired by @jamesosh, and funded by @jrf_uk, @Shelter and @peoplesbiz.

https://t.co/d3T5uPwG9N


Before I get into recommendations, some findings from previous Onward research.

In 2018, we found 71% of people believe "community has declined in my lifetime"

In 2019, we found 65% would rather live in “a society that focuses on giving people more security” vs 35% for freedom


This was the basis for our identification of 'Workington Man' as the archetypal swing voter in 2019, and led us to predict (correctly) that large numbers of Red Wall seats could fall. A key driver was a desire for security, belonging and pride in place.


There is also a key regional dimension to this. We also tested people's affinity with the UK's direction of travel, across both cultural and economic dimensions - revealing the extraordinary spread below: London vs. the Rest.
https://t.co/HrorW4xaLp

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हिमालय पर्वत की एक बड़ी पवित्र गुफा थी।उस गुफा के निकट ही गंगा जी बहती थी।एक बार देवर्षि नारद विचरण करते हुए वहां आ पहुंचे।वह परम पवित्र गुफा नारद जी को अत्यंत सुहावनी लगी।वहां का मनोरम प्राकृतिक दृश्य,पर्वत,नदी और वन देख उनके हृदय में श्रीहरि विष्णु की भक्ति अत्यंत बलवती हो उठी।


और देवर्षि नारद वहीं बैठकर तपस्या में लीन हो गए।इन्द्र नारद की तपस्या से घबरा गए।उन्हें हमेशा की तरह अपना सिंहासन व स्वर्ग खोने का डर सताने लगा।इसलिए इन्द्र ने नारद की तपस्या भंग करने के लिए कामदेव को उनके पास भेज दिया।वहां पहुंच कामदेव ने अपनी माया से वसंतऋतु को उत्पन्न कर दिया।


पेड़ और पौधों पर रंग बिरंगे फूल खिल गए और कोयलें कूकने लगी,पक्षी चहकने लगे।शीतल,मंद,सुगंधित और सुहावनी हवा चलने लगी।रंभा आदि अप्सराएं नाचने लगीं ।किन्तु कामदेव की किसी भी माया का नारद पे कोई प्रभाव नहीं पड़ा।तब कामदेव को डर सताने लगा कि कहीं नारद क्रोध में आकर मुझे श्राप न देदें।

जैसे ही नारद ने अपनी आंखें खोली, उसी क्षण कामदेव ने उनसे क्षमा मांगी।नारद मुनि को तनिक भी क्रोध नहीं आया और उन्होने शीघ्र ही कामदेव को क्षमा कर दिया।कामदेव प्रसन्न होकर वहां से चले गए।कामदेव के चले जाने पर देवर्षि के मन में अहंकार आ गया कि मैने कामदेव को हरा दिया।

नारद फिर कैलाश जा पहुंचे और शिवजी को अपनी विजयगाथा सुनाई।शिव समझ गए कि नारद अहंकारी हो गए हैं और अगर ये बात विष्णु जी जान गए तो नारद के लिए अच्छा नहीं होगा।ये सोचकर शिवजी ने नारद को भगवन विष्णु को ये बात बताने के लीए मना किया। परंतु नारद जी को ये बात उचित नहीं लगी।