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Divergent volatility during the intensive earnings period; selectively position for China AI and insurance equity-option opportunities

Institution
JPMorgan
Date
2026-08-14
Authors
Tony SK Lee, Haoshun Liu, Xipu Han, Twinkle Mehta, CFA, Davide Silvestrini, Bram Kaplan, CFA, Yangyang Hou
Company
Baidu.com; Ping An Insurance Group - H
Ticker
9888.HK;2318.HK
Industry
AI, information technology services, financials
Rating
Overweight
NeutralMedium confidenceEarnings expectations for Hong Kong-listed AI and financial sectors are improving, while actual earnings-day moves may exceed implied-volatility pricing; Baidu has AI cloud growth and a potential Stock Connect inclusion catalyst, while a dividend surprise from Ping An China could reset market expectations.
AuthorsTony SK Lee, Haoshun Liu, Xipu Han, Twinkle Mehta, CFA, Davide Silvestrini, Bram Kaplan, CFA, Yangyang Hou
Asset classesDerivatives
Business segmentsAI cloud services and monetization、China insurance、Equity derivatives strategy
Research firm divisions/subsidiariesJPMorgan(Other)

AI summary card

Divergent volatility during the intensive earnings period; selectively position for China AI and insurance equity-option opportunities

JPMorgan believes earnings-event risk for Hong Kong-listed AI-related stocks may still be underpriced, recommending the sale of Baidu put options and the purchase of Ping An China call options to capture AI monetization and medium-term dividend-upside catalysts, respectively.

Baidu.com (9888.HK): Overweight, report-stated target price of HK$200; Ping An Insurance Group - H (2318.HK): Overweight, report-stated target price of HK$95.
Earnings volatilityHong Kong equity optionsBaidu AI monetizationPing An China dividendsImplied volatilityChina AI hyperscale cloud providers
  • Approximately 54% of Hang Seng Index and Hang Seng China Enterprises Index market capitalization will report earnings over the next two weeks, taking the market into its most concentrated earnings window.
  • Earnings implied volatility in the information technology, communication services, and energy sectors is above the median of three-year historical realized volatility, reflecting increased demand for event protection and convexity.
  • Market-cap-weighted average earnings implied volatility increased from 2.3% to 2.5%, but remains below the historical average realized move of 2.7%.
  • Baidu's earnings-day implied move is 3.3%, in line with its three-year median realized move; the report favors selling 95% strike put options, or using December call options with a knock-out barrier to obtain lower-cost upside exposure.
  • Ping An China's earnings-day implied move is 1.7%, below the three-year realized median of 2.0%, and one-month at-the-money implied volatility is at a three-year low; the report recommends buying call options to participate in a potential medium-term dividend surprise.

Report interpretation

Overview

This report focuses on event volatility and option pricing during Hong Kong's earnings season. The authors believe AI-related sectors have high earnings sensitivity and that, although overall implied volatility is rising, actual price moves still have room to exceed expectations. The strategy favors targeted positioning in stocks with improving earnings expectations and favorable implied-versus-realized volatility dynamics, focusing on China AI hyperscale cloud providers and Chinese insurers.

Core views

The significant post-earnings share-price reactions of Tencent and Lenovo show that earnings-event risk in Hong Kong AI-related stocks may still be underpriced even when implied volatility is already elevated. Baidu has traded in a relatively narrow range following its recent pullback; AI cloud growth, Kunlunxin-related progress, potential Stock Connect inclusion, and a dividend framework are subsequent catalysts, although near-term earnings downside risk remains. Given that volatility is not cheap, more cost-efficient structures are recommended. Ping An China has underperformed the market year to date, but a potential medium-term dividend surprise, a high dividend yield, and low pre-earnings volatility pricing underpin a bullish options position.

Analysis framework

The report compares option implied volatility around earnings dates with historical realized volatility, combining the breadth of industry earnings-estimate revisions, relative stock performance, volatility term structure, and fundamental catalysts to identify relative-value option trades around earnings events.

Methodology notes

  • Options volatility analysisEarnings-day implied-move calculation

    Derives the additional volatility contribution from an earnings announcement by separating implied volatility across option tenors that include and exclude the earnings announcement date.

    When the earnings date falls before the front-month expiry, front-month and next-month contracts are used to derive forward volatility; when the earnings date falls after the front-month expiry, front-month volatility is used as the non-earnings baseline. The incremental earnings volatility and non-earnings volatility are then combined to calculate the market-implied magnitude of the earnings-day price move.

  • Relative-value analysisComparison of implied volatility and historical realized volatility

    Compares the current implied earnings move with the median realized earnings move over the past three years.

    When the implied move is below the historical realized level, it may indicate that event risk is underpriced; when it is above the historical level, it reflects stronger demand for option protection or convexity, requiring greater focus on structure costs.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

  • Baidu.com(9888.HK)
    A beneficiary of AI monetization and cloud-business growth; the report proposes pre-earnings put-selling and medium- to long-term knock-out call strategies.
    Strengths
    AI cloud growth is the core fundamental support; analysts maintain an Overweight rating and a HK$200 target price; Kunlunxin developments, potential Stock Connect inclusion, potential distributions, and an initial dividend framework could all serve as catalysts.
    Weaknesses
    The share price is down 21.4% year to date, and near-term earnings downside risk remains; market concerns over AI capital expenditure and monetization have not been fully eliminated.
    Comparison
    The earnings-day implied move of 3.3% is in line with the three-year historical realized median of 3.3%; one-month implied volatility of 47% is slightly above one-month realized volatility of 46.6%, offering no clear cheap-volatility advantage.
    Risks
    If the share price falls below the strike of the sold put option, investors may be assigned the shares at a discount and remain exposed to further downside; the timing of Stock Connect inclusion is uncertain; knock-out call options may lose subsequent upside participation if the barrier is triggered.
  • Ping An Insurance Group - H(2318.HK)
    The preferred name in China's insurance sector; the report recommends buying call options before earnings to capture an upside surprise in interim dividends and valuation re-rating.
    Strengths
    Analysts identify it as their top pick in China's insurance industry; its dividend yield is 5.8%; a potential interim dividend surprise could improve sector sentiment; the report-stated target price of HK$95 is above the spot price of approximately HK$55.
    Weaknesses
    The stock is down 14.5% year to date and has underperformed the Hang Seng Index; investors remain concerned about whether insurers will distribute investment income, and consensus upgrades have been limited.
    Comparison
    The earnings-day implied move of 1.7% is below the three-year historical realized median of 2.0%; one-month at-the-money implied volatility of 21.7% is at the 0.2 percentile over the past three years, below the historical pricing environment associated with one-month realized volatility of 15.1%.
    Risks
    The interim dividend may fall short of market expectations and sector sentiment may not reset; purchased call options are subject to time-value decay, and the entire premium may be lost if the share price is below the strike at expiry.

Key data

  • Earnings-reporting coverageApproximately 54%Share of Hang Seng Index and Hang Seng China Enterprises Index market capitalization scheduled to report earnings within the next two weeks.
  • Average implied earnings move in the Hong Kong equity market2.5%Up from 2.3% in the prior week, but still below the historical average realized move of 2.7%.
  • Baidu year-to-date return-21.4%HSCEI was -5.6% and HSTECH was -13.4% over the same period; the share price has declined more than 31% from its January high.
  • Baidu earnings-day implied move3.3%Comparable with the three-year historical median realized move of 3.3%; one-month implied volatility is 47%, versus one-month realized volatility of 46.6%.
  • Ping An China year-to-date return-14.5%The Hang Seng Index was -0.5% over the same period.
  • Ping An China earnings-day implied move1.7%Below the three-year historical median realized move of 2.0%; the move following the prior earnings release was 6%.
  • Ping An China dividend yield5.8%The report describes it as the highest among peers.

Impact & implications

For earnings-season positioning, the report does not recommend broadly chasing AI or financial sectors, but instead recommends stock selection based on earnings-estimate revisions and implied-versus-realized volatility differentials. Baidu's option pricing is no longer cheap, making it more suitable to collect premium by selling put options or to reduce the cost of upside participation through knock-out calls; Ping An China, by contrast, is better suited to direct call purchases to gain positive vega and upside exposure because implied volatility is low and a dividend catalyst exists.

Risks

  • Earnings results, management guidance, AI capital expenditure, or monetization progress could cause actual share-price moves to run counter to the strategy's expectations.
  • Implied volatility does not always underprice realized volatility, and a post-earnings volatility decline may harm long-option strategies.
  • Sold put options face assignment and continuing downside risk once the underlying falls below the strike; the theoretical maximum loss can approach the amount of a decline in the underlying to zero.
  • The maximum loss on purchased call options is the premium paid, and options are subject to time-value decay.
  • The timing and outcome of catalysts including Baidu's Stock Connect inclusion, Kunlunxin IPO, and distributions are uncertain.
  • Ping An China's dividend policy, capital-return arrangements, and second-half market volatility may affect market expectations.
  • Option prices in the report are estimated market levels, not executable trade quotes.

What to watch

  • Earnings announcements and post-earnings realized volatility for Hang Seng Index and Hang Seng China Enterprises Index constituents over the next two weeks.
  • How earnings from AI-related companies such as Tencent and Lenovo affect expectations for AI capital expenditure, server demand, and monetization.
  • Changes in the breadth of earnings-estimate revisions in the information technology, communication services, and financial sectors.
  • Baidu's cloud-business growth rate, Kunlunxin IPO progress, approvals for a dual primary listing on the Main Board, and the pace of potential Stock Connect inclusion.
  • Baidu's actual earnings-day move relative to the 3.3% implied move.
  • Ping An China's interim results, dividend policy, and investment-income distribution arrangements.
  • Whether Ping An China's post-earnings realized move materially exceeds the 1.7% implied move.
Zhejiang ICP No. 2022035445-5
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