Can stronger operating results sustain investor confidence while inflation remains elevated? Amazon’s outlook and the Fed’s October 28 rate hold bring that question into the S&P 500’s seasonal window.[3][2][4]

The October 30, 2026–July 22, 2027 window opens today. The same seasonal period finished higher in all 15 selected midterm years from 1966–2022, although broader histories were less consistent. How much confidence should investors place in that favorable record?[4]

Growth strengthens, with qualifications

BEA’s October 29 advance estimate put third-quarter real GDP growth at a 3.4% annual rate, versus 2.2% in the second quarter. Investment, consumer spending and government spending contributed; falling exports partly offset them.[1]

The Fed held rates at 3.75%–4% on October 28, saying inflation remained elevated.[2]

Amazon’s October 29 release reported third-quarter sales of $201.9 billion, up 12%, and operating income of $28.1 billion versus $17.4 billion a year earlier. Prime Day’s shift into the second quarter in most large countries weakened the sales comparison. Trailing twelve-month free cash flow was a $42.4 billion outflow, primarily reflecting increased property and equipment spending for AI.[3]

The evidence

U.S. real GDP growth accelerated in the third quarter

Reported quarterly growth at seasonally adjusted annual rates

U.S. real GDP growth accelerated in the third quarter. Units: percent annual rate. Q2 2026: 2.2; Q3 2026: 3.4
Third-quarter growth is BEA’s advance estimate, subject to revision. These are economic data, not TradeWave seasonal returns.Source: GDP (Advance Estimate), 3rd Quarter 2026.
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U.S. real GDP growth accelerated in the third quarter · percent annual rate
MeasureValuePeriodStatus
Q2 20262.22026 Q2reported
Q3 20263.42026 Q3reported

CSV data · Full-size vector chart

Favorable endings in selected midterms

TradeWave’s selected seasonal record shows a median full-window index increase of 17.63%. These are windows beginning in selected midterm years, not consecutive years. The spot index cannot be invested in directly; its changes do not establish attainable futures, options or exchange-traded product profits.[4]

SPX2026-10-30 to 2027-07-22 · 266 calendar days15 selected midterm-election years (1966–2022)

The year-by-year seasonal record

SPX: the selected seasonal record. Each bar shows the price change from the start to the end of the same seasonal period. Green means higher; red means lower. The dashed line marks TradeWave’s median full-window result of 17.63%. 15 selected midterm-election years (1966–2022)
Each bar shows the price change from the start to the end of the same seasonal period. Green means higher; red means lower. The dashed line marks TradeWave’s median full-window result of 17.63%.
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Window starting yearEnding price changeHighest from entryLowest from entry
1966+16.87%+18.77%-1.63%
1970+19.05%+26.85%-1.23%
1974+23.07%+29.97%-13.70%
1978+6.87%+10.64%-3.46%
1982+24.67%+26.67%-1.90%
1986+26.57%+29.08%-3.36%
1990+25.92%+28.68%-0.81%
1994+17.84%+19.18%-6.24%
1998+23.87%+29.28%+0.00%
2002+10.94%+14.00%-11.43%
2006+11.88%+12.92%-1.23%
2010+13.56%+15.72%-0.96%
2014+5.99%+7.02%-1.11%
2018+11.27%+12.49%-12.53%
2022+17.63%+18.25%-4.49%
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A higher finish can conceal a decline

The October 30, 2018–July 22, 2019 window illustrates why the ending result alone is insufficient: it ended 11.27% higher but fell 12.53% below its starting level. The yearly range chart shows each year’s same seasonal period, not a whole calendar year. Its highs and lows reveal moves endured, without establishing their order or peak-to-trough losses.[4]

What happened inside each seasonal window

SPX: yearly seasonal range. Each year shows the same seasonal period. Bars show the price change at its end. Thin lines show the highest and lowest changes from the starting price during that period. The lines do not tell us which move came first or measure a fall from a peak. They are not suggested stop-loss levels. The dashed line marks TradeWave’s median full-window result of 17.63%. 15 selected midterm-election years (1966–2022)
Each year shows the same seasonal period. Bars show the price change at its end. Thin lines show the highest and lowest changes from the starting price during that period. The lines do not tell us which move came first or measure a fall from a peak. They are not suggested stop-loss levels. The dashed line marks TradeWave’s median full-window result of 17.63%.
View exact TradeWave observations and download
Window starting yearEnding price changeHighest from entryLowest from entry
1966+16.87%+18.77%-1.63%
1970+19.05%+26.85%-1.23%
1974+23.07%+29.97%-13.70%
1978+6.87%+10.64%-3.46%
1982+24.67%+26.67%-1.90%
1986+26.57%+29.08%-3.36%
1990+25.92%+28.68%-0.81%
1994+17.84%+19.18%-6.24%
1998+23.87%+29.28%+0.00%
2002+10.94%+14.00%-11.43%
2006+11.88%+12.92%-1.23%
2010+13.56%+15.72%-0.96%
2014+5.99%+7.02%-1.11%
2018+11.27%+12.49%-12.53%
2022+17.63%+18.25%-4.49%
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Broader histories temper confidence

Checking across all years preserves the favorable reading but weakens its consistency: both 2016–2025 and 2006–2025 had 90.0% positive windows. The latter’s median was 9.51%, versus 17.63% for selected midterms. Fifteen observations cannot establish an election effect. Both comparisons reuse midterm observations; the shorter history also sits entirely within the longer one, limiting independent confirmation.[4]

See the history behind this comparison

TradeWave checks the same seasonal dates across different sets of years. This helps show whether the pattern holds up when you look at another stretch of history.

HistoryObserved start yearsDirectionSuccess rateMedian result
Article study: 15 selected midterm-election years (1966–2022)1966, 1970, 1974, 1978, 1982, 1986, 1990, 1994, 1998, 2002, 2006, 2010, 2014, 2018, 2022long100.0%17.63%
10 consecutive historical windows (2016–2025)2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025long90.0%10.6%
20 consecutive historical windows (2006–2025)2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025long90.0%9.51%

Some years appear in more than one group, so agreement is not an independent test. A requested lookback can extend beyond available history; the observed years are listed above. Election-cycle groups use matching phases, not consecutive years. Results follow the direction shown: a positive short result means prices fell. Small samples and different market periods make the comparison less conclusive.

What to inspect next

Amazon forecasts fourth-quarter sales of $240 billion–$247 billion, up 12%–16%, and operating income of $28.5 billion–$33.5 billion versus $25.0 billion in fourth-quarter 2025. These are expectations as of October 29, subject to substantial uncertainty, rather than reported results.[3]

BEA’s second GDP estimate, scheduled for November 25, will provide the next reading on third-quarter growth.[1]

Inspect this same window across histories and compare its range of outcomes in TradeWave. Below, recorded index levels end October 29, 2026. The engine’s seasonal overlay uses this article’s selected midterm years, rescaled onto the chart, for the next 60 weekdays, October 30, 2026–January 21, 2027. That future span belongs only to the historical illustration and is shorter than the full seasonal window. It is neither a forecast nor a price target.[4]

Price history and the seasonal outlook

SPX recorded prices and TradeWave seasonal illustration. Blue shows recorded prices through 2026-10-29. The amber line overlays a section of TradeWave's seasonal trend, scaled to the last recorded price, using 15 selected midterm-election years (1966–2022). Its displayed dates are 2026-10-30 to 2027-01-21; covering the next 60 weekdays. That is a different horizon from the full seasonal window above. It illustrates the historical seasonal shape, not a price target or forecast.
Blue shows recorded prices through 2026-10-29. The amber line overlays a section of TradeWave's seasonal trend, scaled to the last recorded price, using 15 selected midterm-election years (1966–2022). Its displayed dates are 2026-10-30 to 2027-01-21; covering the next 60 weekdays. That is a different horizon from the full seasonal window above. It illustrates the historical seasonal shape, not a price target or forecast.

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About this seasonal analysis

15 selected midterm-election years (1966–2022). The selected dates, years, direction, returns and ranges come from TradeWave. When a window boundary is a weekend or market holiday, TradeWave uses the next available trading session. SMN displays the returned results without recalculating them. A year label identifies the start of the historical window; a window can end in the following calendar year.

Green and red bars show the underlying adjusted-price movement. The range endpoints measure changes from the entry price, not a peak-to-trough loss. Historical results are before trading costs and do not guarantee future performance.

TradeWave data methodology · The 100-Year Pattern

Sources & methodology

  1. GDP (Advance Estimate), 3rd Quarter 2026 · 2026-10-29
  2. Federal Reserve issues FOMC statement · 2026-10-28
  3. Amazon.com Announces Third Quarter Results · 2026-10-29
  4. TradeWave SPX seasonal evidence · 2026-10-30