Case studies · 2024

Snowball autocallables and the CSI 500/1000 knock-ins

A popular retail product paid steady income unless the index fell through a barrier, and a market slide triggered mass knock-ins at the same time.

2024 Lecture 9 · Mechanics of Options Markets Lecture 11 China Structured products Options Product complexity Leverage Market design
WhenProduct grew from 2018; stress episodes March 2022 and January-February 2024; regulatory clampdown April 2024
WhereChina, brokerage-issued OTC notes referencing the CSI 500 and CSI 1000 indices
WhoRetail and high-net-worth investors buying "snowball" notes from Chinese brokerages, and the brokerages that issued and hedged them
InstrumentAutocallable structured note: a bond-like coupon wrapped around a sold down-and-in put, with an up-and-out (knock-out) feature
PositionBuyer is short a barrier put on a small-cap index, though marketed and bought as a yield product
SizeAbout USD 30bn outstanding (Aug 2022), rising to about USD 50bn (Jan 2024, UBS estimate), with roughly 40% knocked in by 23 January 2024
The one-line lesson. A coupon is the price of a risk someone is selling, not free income, and when thousands of buyers sell the same risk at the same barrier, one sharp market move can trigger all of them together.

What happened

A bond-like coupon for a market short on yield

A "snowball" (in Chinese, xueqiu, 雪球) is a structured note, sold mainly by Chinese brokerages to retail and high-net-worth clients since around 2016-2017, and marketed as a bond-like income product: hold it, and so long as a reference index stays roughly within a set range, the buyer collects a generous coupon, often 10-20% a year. Chinese investors were looking for yield in a market where safe returns had become harder to find, and they bought these notes in growing volume: about RMB 10 billion in 2019, rising past RMB 50 billion in 2020, and reaching an outstanding notional of around RMB 216 billion (about USD 30 billion) by August 2022, referencing mainly the CSI 500 and CSI 1000 small and mid-cap indices.

The product was not what it looked like. Underneath the coupon sat an embedded barrier option. If the index stayed inside its range, the note behaved like a bond. If the index fell hard enough, the note "knocked in", and its payoff at maturity turned into something much closer to a direct long position in the index from a much higher starting level. That downside had mostly stayed dormant through 2018-2021, so the coupon kept arriving and the product kept selling.

The knock-ins arrive together, January 2024

January 2024 is when that dormant risk woke up for a large share of the market at once. Bloomberg reported on 11 January 2024 that about USD 13 billion of snowball notional was nearing loss-trigger levels, including around 30 billion yuan (about USD 4.2 billion) of CSI 1000-linked notes already close to triggering losses at maturity. The market kept falling. On 22 January 2024, the CSI 500 fell 4.73% to close at 4,780.97, its lowest level in more than four years, and the CSI 1000 fell 5.77% to close at 5,000.83; both index futures hit their 10% daily down-limit intraday. Analysts estimated that up to a third of outstanding snowball products at some issuers knocked in that single day. By 23 January, UBS estimated total outstanding snowball notional at around USD 50 billion, with roughly 40% of knock-ins already triggered.

One investor's account

Reuters put a face on these numbers. One investor had put 1 million yuan into a CSI 1000-linked snowball in early 2023, expecting a coupon of at least 8% a year. By the time the note knocked in, that coupon stopped, and the investor needed the CSI 1000 to climb back above 7,000, from below 5,000 at the time, within a year, just to avoid losing part of the principal.

The sell-off deepens, and the regulator moves

The sell-off did not stop there. On 5 February 2024, the CSI 1000 fell a further 8.68% intraday, its seventh consecutive losing session, down 27% for January alone and 38% over the trailing year. Two days later, China's State Council replaced the securities regulator's chairman, appointing Wu Qing, and state-linked funds stepped up purchases of broad-index ETFs in the days that followed. By April 2024, with some issuers reportedly raising coupons towards 40% to keep attracting buyers after the losses, the securities regulator told major brokerages to stop increasing their net exposure to A-share-linked OTC derivatives, snowballs included.

Timeline, snowball autocallables and the CSI 500/1000 knock-ins
DateEvent
2016-2017Chinese brokerages begin issuing snowball notes at small scale, reportedly a few billion yuan a year.
2019-2020Issuance grows fast: about RMB 10bn in 2019, surging past RMB 50bn in 2020, marketed as a bond-like income alternative.
Nov 2021Chinese regulators begin closer scrutiny of snowball marketing and of quant funds' index-futures hedging activity.
15 Mar 2022A first stress episode: the CSI 500 has fallen nearly 19% since the start of the year, pushing snowballs toward their knock-in barriers.
Aug 2022Outstanding snowball market reported at about RMB 216bn (about USD 30bn), mainly on the CSI 500 and CSI 1000.
11 Jan 2024About USD 13bn of snowball notional reported nearing loss-trigger levels as the market slide continues.
22 Jan 2024CSI 500 falls 4.73% to 4,780.97 (a four-year low); CSI 1000 falls 5.77% to 5,000.83. Up to a third of some issuers' snowballs knock in this day.
23 Jan 2024UBS estimates about USD 50bn of snowball notional outstanding, with roughly 40% already knocked in.
5 Feb 2024CSI 1000 falls a further 8.68% intraday, its seventh straight losing session, down 27% for January and 38% over the year.
7 Feb 2024China replaces the securities regulator's chairman; state-linked funds increase index-ETF purchases in the days after.
24 Apr 2024The regulator tells major brokerages to stop increasing net exposure to A-share-linked OTC derivatives, snowballs included.

The mechanics, in course language

A bond wrapped around a sold put

A snowball is not a bond. It is a package: the buyer's principal, plus a sold down-and-in put on the CSI 500 or CSI 1000 index, with an added up-and-out (autocall/knock-out) feature. The buyer is short volatility and short the tail, dressed in the clothing of a fixed-income coupon.

Two barriers, two very different outcomes

A reference level is set at inception. A knock-out barrier, roughly 3-10% above that level, is checked on periodic (commonly monthly) observation dates. If the index closes above this barrier on an observation date, the note ends early and the buyer is paid the coupon accrued so far. Most snowballs that survive to any observation date, in normal markets, end this way. A knock-in barrier, roughly 20-30% below the reference level (equivalently, near 70-80% of it), is often observed continuously rather than only on set dates. If the index ever trades below this barrier, the note knocks in: the coupon stops accruing, and the payoff at maturity converts to something much closer to a direct long position in the index, so the buyer now bears the index's downside measured from the barrier, not from the original purchase level.

What the coupon is actually paying for

The 10-20% a year coupon is the price the market pays the buyer for writing this embedded put. This is premium income from a sold option: the buyer is the insurance writer, and often does not realise it. The product is legally a brokerage-issued OTC note, not a listed option, but its risk is identical to a retail investor being short a barrier put on a small-cap index, without the margin discipline a professional option seller would be required to post.

Why the knock-ins arrived together

What breaks in January 2024 is the assumption that knock-ins are spread-out, idiosyncratic events. Tens of thousands of snowball contracts were written over 2021-2023 referencing the same two indices, with barriers clustered in similar percentage ranges below similar reference levels. A single sharp index decline pushed a large share of outstanding contracts through their barriers at once. Individually sensible positions become a systemic event once enough of them share the same trigger.

The hedging feedback loop

A second-order feedback effect follows, separate from the retail buyers' own losses. The brokerages that sold these notes typically delta-hedge their short-put exposure by holding index futures. As the index approaches the knock-in barrier, the embedded put's delta rises, so issuers buy more futures to stay hedged. Once the barrier is breached, the delta falls sharply, so issuers must sell futures quickly to rebalance. That forced selling pushes index futures down further and widens the futures-to-spot basis. A large, one-directional hedging flow, with every issuer rebalancing the same way at the same time, can move the basis away from its no-arbitrage level even though no single issuer is trying to move the market.

The mathematics

The first question is how large the advertised "steady income" actually was in cash terms, using one investor's contract as Reuters reported it in full: a principal of 1,000,000 yuan, an expected coupon of at least 8% a year, bought in early 2023 on a standard two-year tenor. If the note had never knocked in, the cumulative coupon over the full term would have been:

$$\text{Coupon income} = 1{,}000{,}000 \times 0.08 \times 2 = 160{,}000 \text{ yuan}$$

That is what the "steady income" side of the product looks like, 16% cumulative on the principal, and it is exactly why brokerages could market it as bond-like.

The second question is what recovery required once the note knocked in, since at that point the outcome depends entirely on the index climbing back. Reuters reported that this investor needed the CSI 1000 to rise from a level near 5,000 to above 7,000 within a year, which implies a required move of:

$$\frac{7{,}000}{5{,}000} - 1 = 0.40 = 40\%$$

That 40% figure matches Reuters' own framing exactly, and it shows how far the product has drifted from a bond once the barrier is breached: instead of a fixed coupon, the buyer now needs a large directional move in a small-cap index just to protect the original capital.

The third question is how large this effect was across the market as a whole, using UBS's 23 January 2024 estimate (figures in USD millions):

$$50{,}000 \times 0.40 = 20{,}000 \text{ (USD millions, i.e. about USD 20bn already knocked in)}$$

Checked in Python
principal = 1_000_000        # yuan, one investor's contract (Reuters, 23 Jan 2024)
coupon_annual = 0.08          # 8% annualised, as the investor expected
tenor_years = 2               # standard tenor for these notes

coupon_income_if_no_knockin = principal * coupon_annual * tenor_years

csi1000_level_when_reported = 5_000   # approx level "below 5,000" at time of report
csi1000_target = 7_000                 # explicit recovery target, Reuters
implied_pct_rise_needed = csi1000_target / csi1000_level_when_reported - 1

notional_outstanding_usd_bn = 50   # UBS estimate, 23 Jan 2024
pct_knocked_in = 0.40
notional_knocked_in_usd_bn = notional_outstanding_usd_bn * pct_knocked_in

print(f"Coupon income if no knock-in: {coupon_income_if_no_knockin:,.0f} yuan")
print(f"Implied rise needed to avoid a principal loss: {implied_pct_rise_needed:.0%}")
print(f"Notional already knocked in: USD {notional_knocked_in_usd_bn:,.0f}bn")

Output

Coupon income if no knock-in: 160,000 yuan
Implied rise needed to avoid a principal loss: 40%
Notional already knocked in: USD 20bn

Issuers do not all use the same post-knock-in payoff formula, and no single source gives one universal version of it. The figures above therefore stop at the reported facts and the arithmetic that follows directly from them: an illustration of the mechanism, not a claim about every contract's exact terms.

Data and facts

Key verified numbers
QuantityValueSource
Outstanding snowball notional, Aug 2022≈RMB 216bn (≈USD 30bn)South China Morning Post, 2022
Outstanding snowball notional, 23 Jan 2024 (UBS estimate)≈USD 50bn, ≈40% knocked inBloomberg / Reuters, 23 Jan 2024
Snowball notional "nearing loss triggers," 11 Jan 2024≈USD 13bnBloomberg, 11 Jan 2024
CSI 500 close, 22 Jan 20244,780.97 (−4.73% on the day)Risk.net, 23 Jan 2024
CSI 1000 close, 22 Jan 20245,000.83 (−5.77% on the day)Risk.net, 23 Jan 2024
CSI 500 / CSI 1000, trailing 12 months to 22 Jan 2024−24% / −26%Risk.net, 23 Jan 2024
CSI 1000 intraday low, 5 Feb 20244,177.94 (−8.68% intraday)Business Today, 5 Feb 2024
Typical snowball coupon10-20% a yearCaixin Global, 2021; Risk.net, AllianzGI, 2022-2024
Typical knock-out / knock-in barriers+3-10% / −20-30% of reference levelCaixin Global, 19 May 2021
Regulatory clampdown on brokerage exposure24 Apr 2024Bloomberg, 24 Apr 2024

The lesson

  • A coupon is a price for risk, not free income. The 10-20% snowball coupon was the market price of selling a downside put on a volatile small-cap index; buyers who thought of it as bond-like yield were, without realising it, running a short-volatility book.
  • Complexity is a price paid to whoever designed the product. The knock-in and knock-out structure, the barrier levels, and the observation rules were all choices made by the issuing brokerage, and the retail buyer bore the tail risk while the brokerage collected fees and hedged its own book actively.
  • Concentrated, correlated positions turn a survivable move into a systemic one. No single snowball contract was unusual; tens of thousands of similarly structured contracts referencing the same two indices, with barriers clustered in a similar percentage range, meant one sharp index move triggered a large share of the market's outstanding notional at once.
  • A hedge that works for the seller can still move the market against everyone. Issuers' delta-hedging in index futures, rational and correctly executed at the level of a single desk, added one-directional selling pressure exactly when the market was already falling, widening the futures basis and amplifying the decline the products were meant to be insulated from.
  • A barrier is a convention drawn at inception, not a fact about the world. Once the index reaches it, the product's economics change discontinuously, even though nothing about the underlying business or macro picture necessarily changed in that same instant.

Where it appears in the course

Think about it

  1. The snowball's coupon looks like bond income, but its risk looks like a sold option. If you had to explain this product to a client in one sentence before they bought it, what would you say, and what would you leave out if you were the salesperson instead?
  2. Issuers delta-hedge their short-put exposure in index futures. Each issuer's hedge is rational on its own. Why does that not stop the collective hedging from making the sell-off worse, and what would need to change for it to stop happening?
  3. Knock-out barriers are set close to the reference level (3-10% above) while knock-in barriers are set much further away (20-30% below). What does this asymmetry tell you about how the product is priced, and who benefits from it being asymmetric in this direction?

Sources

  1. Caixin Global, "Snowball Derivatives Offer a Risky Bet on Stock Market Stability," 19 May 2021. caixinglobal.com
  2. South China Morning Post, "China stocks rout exposes risk from US$30 billion of little-known leveraged 'snowball' derivatives." scmp.com
  3. Risk.net, "China stock slump hits snowball issuers," 15 March 2022. risk.net
  4. Bloomberg, "China 'Snowball' Derivatives Worth $13 Billion Seen Nearing Loss Triggers," 11 January 2024. bloomberg.com
  5. Risk.net, "China snowball knock-ins fuel futures sell-off," 23 January 2024. risk.net
  6. Bloomberg, "China Snowballs and Their Role in This Year's Stock Selloff: Q&A," 23 January 2024. bloomberg.com
  7. Reuters, "'Snowball' derivatives feed China's stock market avalanche," 23 January 2024. investing.com (syndicated)
  8. Business Today, "This Chinese stock index plunged 8% within hours today!", 5 February 2024. businesstoday.in
  9. CNBC, "China appoints 'Broker Butcher' Wu Qing as new chairman of securities regulator," 7 February 2024. cnbc.com
  10. Bloomberg, "China Tells Brokers to Limit Exposure to 'Snowball' Derivatives," 24 April 2024; corroborated by Structured Retail Products, "China's regulator moves to curb snowball issuance," 30 April 2024. structuredretailproducts.com
  11. AllianzGI, "Snowballs and structured products," 8 February 2024. allianzgi.com
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