Profiting From Analysts' Revisions to Earnings Estimates

AAII tracks a series of separate screens that look for companies with recent earnings estimate revisions.

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Earnings play a pivotal role in the long-term viability of a company, as well as its investment prospects. The market is forward-looking and stock prices are established, in part, based on expectations for the company’s future. Over time, prices adjust as expectations change or are proven wrong. These changes in earnings expectations—no matter how slight—can have a significant impact on a stock’s price.

Both positive and negative revisions to analysts’ estimates of future earnings as well as earnings surprises—reported earnings above or below expectations—can have lingering long-term effects. Therefore, tracking the earnings revisions made by analysts can be a rewarding investment strategy.

What Drives Estimates?

Earnings per share (EPS) estimates involve the interaction of many company, industry and economic forces. They embody an analyst’s opinion of such factors as sales growth, product demand, competitive industry environment, profit margins and cost controls.

Earnings are a key variable used to value stocks and, as a result, slight changes in expectations for future earnings or the earnings growth rate can translate into a significant and lasting impact on stock prices.

Tracking the earnings estimates made by analysts and the changes in those estimates is an important component of stock analysis.

Screen Price Gain (%) Average Annual Price Gain (%) Price Gain (%) Risk
Index
(X)
YTD 2021 2020 2019 2018 2017 1998 1
Yr
3
Yr
5
Yr
10
Yr
Bull* Bear*
Estimate Revisions: Down 5% (18.7) (11.0) 43.7 12.5 (15.3) 17.5 1.3 (34.8) (0.6) 3.6 2.4 93.4 (33.8) 2.0
Estimate Revisions: Lowest 30 Down (17.4) (9.5) 33.4 14.1 (13.7) 8.5 1.2 (26.8) (2.3) 1.1 2.6 91.9 (37.1) 2.3
Estimate Revisions: Top 30 Up (0.2) 19.9 32.8 38.1 (15.2) 19.0 22.5 (9.6) 21.8 14.7 16.6 160.3 (38.8) 1.8
Estimate Revisions: Up 5% 0.6 25.9 32.0 44.2 (20.4) 6.1 22.7 (2.6) 23.0 15.2 13.8 154.5 (34.8) 1.8
S&P 500 (4.9) 26.9 16.3 28.9 (6.2) 19.4 6.6 14.0 16.9 13.9 12.4 84.4 (20.0) 1.0
*Bull market period is April 1, 2020, through December 31, 2021. Bear market period is January 1, 2020, through March 31, 2020.
**Price performance for hypothetical portfolio rescreened and rebalanced monthly using month-end prices and no transaction costs.
Source: AAII Stock Investor Pro/Refinitiv. Data as of 3/31/2022.

The Impact of Earnings Surprises

There are several services that track and analyze earnings estimates. Services such as Refinitiv’s I/B/E/S, FactSet and Zacks Investment Research provide consensus earnings estimates by tracking the estimates of thousands of investment analysts. Tracking these expectations and their changes can help investors identify stocks likely to outperform or underperform in the future.

In using earnings estimates, the first rule to keep in mind is that the current price usually reflects the consensus earnings estimate. It is not unusual to see price declines for stocks that report earnings increases from the previous reporting period because, in many cases, while the actual earnings represent an increase, the increase is not as great as the market had expected. Earnings surprises occur when a company reports actual earnings that differ from consensus earnings estimates.

Most companies announce earnings during a window of approximately three to six weeks after the end of each quarter. During the earnings reporting season, business news channels and financial websites provide daily reports on earnings announcements. Firms with significant earnings surprises are often highlighted.

Positive earnings surprises occur when actual reported earnings are significantly above the forecasted earnings per share. Negative earnings surprises occur when reported earnings per share are significantly below the earnings expectations. The stock prices of firms with significant positive earnings surprises often show above-average performance, while those with negative surprises often incur below-average performance.

Changes in stock price resulting from an earnings surprise can be felt immediately, but surprises can have a long-term effect. This is because it is not unusual for analysts to underestimate (for positive surprises) or overestimate (for negative surprises) earnings for the future quarters in addition to the recently reported quarter. Studies indicate that the effect can persist for as long as a year after the announcement.

This means that it may not make sense to buy a stock after the initial price decline due to a negative earnings surprise. There is a reasonable expectation that the stock will continue to underperform the market for some time. The length of time an earnings surprise can have an effect on the stock also indicates that it may not be too late to buy into an attractive company after a better-than-expected earnings report is released.

Not surprisingly, large firms tend to adjust to surprises more quickly than small firms do. Larger firms are tracked by more analysts and portfolio managers who tend to act quickly. Firms with significant quarterly earnings surprises also often have earnings surprises in subsequent quarters due to analysts’ misjudgments. When a firm has a surprise, it often is a sign that other similar surprises will follow.

Since both positive and negative earnings surprises—and the revisions to earning estimates that follow—have lingering long-term effects, a rewarding investment strategy may be one that avoids stocks that have negative earnings estimate revisions or have reported lower-than-expected earnings. Selecting stocks with positive earnings estimate revisions and positive earnings surprises before and even after the earnings are announced may be profitable. Even a strategy of simply selling after negative earnings surprises and buying after positive earnings surprises probably has some merit.

Screening for Earnings Estimate Revisions

A simple way to isolate companies whose consensus earnings estimate has been revised recently is through screening. AAII tracks a series of separate screens that look for companies with recent revisions. The screens are basic and simply focus on revisions to current and next fiscal-year estimates without any additional fundamental or price-momentum-based considerations.

The AAII screens focus on two types of revisions:

  • The upward revision screen seeks companies whose revisions are positive—the latest earnings per share estimates for the current fiscal year are higher than they were one month ago and there have been no downward revisions of earnings estimates for the current fiscal year or for the next fiscal year over the past month.
  • The downward revision screen seeks companies whose revisions are negative—the latest earnings per share estimates for the current fiscal year are lower than they were one month ago and there have been no upward revisions of earnings estimates for the current fiscal year as well as for the next fiscal year over the past month.

Two additional screens require a minimum 5% estimate change for both the current and next fiscal year in order to see if significant upward or downward revisions have a greater impact on stocks.

These four screens are available to all AAII members through the Screening section of AAII.com. A+ Investor and Stock Investor Pro subscribers can customize the screens through the AAII Custom Stock Screener and Stock Investor Pro, respectively.

The specific screening criteria used for these analyst revision screens are included in this article.

Profile of Passing Companies

As shown in Table 1, the stocks with 5% or higher upward revisions have a lower median price-earnings ratio (16.6) than the typical exchange-listed stock (18.2), but the median price-to-book-value ratio (2.14) is higher than that for exchange-listed stocks (1.75). The median valuation ratios of stocks with 5% or higher upward revisions are overall very similar to that of exchange-listed stocks.

 

TABLE 1. Estimate Revisions Screens Portfolio Characteristics

Portfolio Characteristics (Median) Est Rev
Top 30
Up
Est Rev
Lowest 30
Down
Est Rev
Down 5%
Est Rev
Up 5%
Exchange-
Listed
Stocks
Price-earnings ratio (X) 15.1 19.5 14.7 16.6 18.2
Price-to-book-value ratio (X) 2.14 2.29 2.00 2.14 1.75
Price-to-sales ratio (X) 3.62 2.01 1.60 1.75 2.55
Yield (%) 0.0 0.0 0.0 0.0 0.0
Price-earnings to EPS 5 yr. estimated growth rate (X) 1.1 1.4 0.6 0.6 1.4
EPS dil. cont. 5 yr. growth rate (X) 16.0 8.3 10.8 24.9 11.9
EPS estimated growth rate (%) 15.0 13.0 21.9 15.8 13.3
Market cap. ($ million) 3,616.0 4,421.1 1,430.1 3,226.4 801.2
52-wk relative strength vs. S&P 500 (%) (3.6) (26.7) (46.8) 16.2 (19.3)
Monthly Observations
Average no. of passing companies 30 29 57 30  
Monthly turnover (%) (49.2) (38.0) (17.3) (31.3)  
Source: AAII Stock Investor Pro/Refinitiv. Data as of 4/7/2022.

 

Stocks with 5% or higher upward revisions have a significantly higher five-year earnings growth rate (24.9%) than exchange-listed stocks (11.9%) and the median for stocks passing the other three estimate revisions screens. However, their median future estimated earnings growth is more in line with the median for stocks from the other screens and the typical exchange-listed stock.

In addition, the stocks with 5% or higher upward earnings revisions have the highest median relative price strength over the last 52 weeks, outperforming the S&P 500 index by 35.5%.

This screen might be isolating stocks that have suffered financially in the past but are now showing signs of a turnaround, with rising earnings estimates that the market recognizes through price appreciation. Our screens select stocks with upward revisions after the revisions and subsequent price increase, and stocks with downward revisions after they have underperformed the market.

 

TABLE 2. 15 Stocks Passing the Estimate Revisions Up 5% Screen
(Ranked by Current-Year Revisions Made Last Month)

For a current list of stocks passing this screen, click here.

Company Ticker Closing
 Price
 (4/7)
 ($)
EPS
Est
Y0
($)
EPS Est
Y0 Rev
 Last Mo.
 (%)
EPS
Est
Y0
(#)
EPS Est
Y0
Rev Up
(#)
EPS
Est
Y1
($)
EPS Est
Y1 Rev
Last Mo.
(%)
Industry
Independence Realty Trust Inc. IRT 27.04 0.64 155.5 5 1 0.70 138.1 REITs - Residential
Inspired Entertainment Inc. INSE 10.22 0.55 91.0 5 4 0.86 24.8 Online Services
Plains GP Holdings LP PAGP 11.84 1.67 64.9 14 1 1.73 79.5 Oil & Gas - Transportation Services
Falcon Minerals Corp. FLMN 6.98 0.51 48.7 6 1 0.40 33.3 Oil & Gas - Exploration and Production
Athenex Inc. ATNX 0.83 (0.51) 46.4 5 4 (0.16) 72.3 Biotechnology & Medical Research
Silverback Therapeutics Inc. SBTX 3.28 (1.69) 43.1 5 5 (1.49) 56.5 Biotechnology & Medical Research
2Seventy Bio Inc. TSVT 17.48 (6.84) 41.6 5 5 (5.21) 44.5 Biotechnology & Medical Research
Unity Biotechnology Inc. UBX 1.17 (1.11) 34.0 7 4 (1.24) 22.4 Biotechnology & Medical Research
Viper Energy Partners LP VNOM 31.17 1.75 33.3 15 3 1.62 10.7 Oil & Gas - Exploration and Production
Marathon Oil Corporation MRO 24.93 3.38 30.3 28 13 2.65 30.4 Oil & Gas - Exploration and Production
Erasca Inc. ERAS 8.17 (1.37) 29.7 5 3 (1.69) 31.1 Biotechnology & Medical Research
Alcoa Corp. AA 86.1 11.17 27.8 14 7 9.98 26.6 Metals & Mining - Aluminum
Imperial Oil Ltd. (USA) IMO 49.65 8.18 26.8 13 5 7.61 6.7 Oil & Gas - Refining and Marketing
PDC Energy Inc. PDCE 73.07 14.15 25.3 14 7 14.87 10 Oil & Gas - Exploration and Production
Kimbell Royalty Partners LP KRP 16.2 1.06 24.6 6 4 1.10 25.9 Oil & Gas - Integrated
Source: AAII Stock Investor Pro, Refinitiv and I/B/E/S. Data as of 4/7/2022.

 

Given the nature of the screening criteria for these screens, it is not surprising to see that the stocks passing the two upward revision screens have positive median percentage increases in current fiscal-year earnings estimates over the last month, while the downward revision stocks have had large declines over the same period.

Among the stocks in Table 2 with the highest upward revisions, Independence Realty Trust Inc. (IRT), a residential real estate investment trust (REIT), had the largest percentage increase in current fiscal-year estimate over the past month at 155.5%. The consensus estimate increased from $0.25 to $0.64 per share. Additionally, the company had a 147.3% earnings surprise during its latest quarterly report in February 2022.

When looking at the stocks in Table 3 with the lowest revisions, Chewy Inc. (CHWY) had the largest percentage downward revision in its current fiscal-year estimate over the past month at –623.1%. Of the 25 analysts that cover Chewy, 16 had downward revisions. The consensus estimate went from –$0.06 to –$0.45 per share. The company’s fourth-quarter and full-year 2021 earnings missed analyst estimates significantly.

 

TABLE 3. 15 Stocks Passing the Estimate Revisions Down 5% Screen
(Ranked by Current-Year Revisions Made Last Month)

For a current list of stocks passing this screen, click here.

Company Ticker Closing
Price
(4/7)
($)
EPS
Est
Y0
($)
EPS Est
Y0 Rev
 Last Mo.
(%)
EPS
Est
Y0
(#)
EPS Est
Y0
Rev Up
(#)
EPS
Est Y1
($)
EPS Est
Y1 Rev
 Last Mo.
  (%)
Industry
Chewy Inc. CHWY 43.59 (0.45) (623.1) 25 0 (0.13) (152.5) Retailers - Misc Specialty
Fortress Biotech Inc. FBIO 1.38 (0.80) (501.0) 6 0 (0.43) (142.2) Pharmaceuticals
GoHealth Inc. GOCO 1.13 (0.15) (378.7) 8 0 0.01 (98.7) Insurance - Multiline & Brokers
Alkermes Plc ALKS 29.61 (0.11) (199.0) 9 0 0.39 (61.1) Biotechnology & Medical Research
Smartsheet Inc. SMAR 52.59 (0.66) (146.1) 16 0 (0.42) (438.5) Software
Iclick Interactive Asia Group ICLK 1.09 (0.10) (134.6) 6 0 0.12 (74.4) Advertising & Marketing
Limoneira Company LMNR 13.43 (0.10) (132.1) 5 0 0.26 (60.0) Fishing & Farming
AvePoint Inc. AVPT 4.96 (0.01) (129.0) 6 0 0.09 (30.8) IT Services & Consulting
CareCloud Inc. MTBC 4.71 (0.58) (121.8) 6 0 (0.43) (881.8) Software
Westport Fuel Systems Inc. WPRT 1.55 (0.17) (119.9) 7 0 (0.07) (213.2) Auto, Truck & Motorcycle Parts
Curiositystream Inc. CURI 2.66 (1.10) (99.2) 7 0 (0.71) (130.4) Online Services
Traeger Inc. COOK 7.17 0.12 (78.2) 10 0 0.41 (47.2) Appliances, Tools & Housewares
Stronghold Digital Mining Inc. SDIG 5.04 0.58 (77.8) 6 0 1.19 (68.7) Fintech - Blockchain & Cryptocurrency
First Solar, Inc. FSLR 78.54 0.24 (76.2) 24 0 2.27 (6.3) Renewable Energy Equip & Servs
Upwork Inc. UPWK 22.11 (0.17) (74.3) 10 0 0.23 (49.5) Employment Service
Source: AAII Stock Investor Pro, Refinitiv and I/B/E/S. Data as of 4/7/2022.

 

Conclusion

While the results of the upward earnings revision screens have shown promising results over the last several years, it is important to note that these screens are only first cut screens. They do not examine issues such as financial strength or liquidity. Instead, they highlight the importance of changes in expectations and their impact on stock prices, as well as the potential benefit of adding an earnings revision consideration to a more robust set of filters.

Furthermore, the companies passing these—or any other stock screens—do not represent a “recommended” or “buy” list of stocks. Stocks that pass a quantitative stock filter require further analysis by the investor. It is important to perform due diligence to verify the financial strength of the passing companies and to identify those stocks that match your investing constraints and requirements before committing your investment dollars. 

What It Takes

Estimate Revisions: Top 30 Up

  • There are more than four analysts providing earnings estimates for the current fiscal year (Y0)
  • The latest earnings per share estimate for the current fiscal year (Y0) is greater than it was one month ago
  • The latest earnings per share estimate for the next fiscal year (Y1) is greater than it was one month ago
  • There has been at least one upward revision in the earnings estimate for the current fiscal year (Y0) over the last month
  • There have been no downward revisions in the earnings estimate for the current fiscal year (Y0) over the last month
  • There has been at least one upward revision in the earnings estimate for the next fiscal year (Y1) over the last month
  • There have been no downward revisions in the earnings estimate for the next fiscal year (Y1) over the last month
  • The top 30 companies are those that have had the 30 largest percentage increases in the current-year consensus EPS estimate over the last month
  • Alternate—up 5%: Earnings estimates have been revised upward by 5% or more

 

What It Takes

Estimate Revisions: Lowest 30 Down

  • There are more than four analysts providing earnings estimates for the current fiscal year (Y0)
  • The latest earnings per share estimate for the current fiscal year (Y0) is less than it was one month ago
  • The latest earnings per share estimate for the next fiscal year (Y1) is less than it was one month ago
  • There has been at least one downward revision in the earnings estimate for the current fiscal year (Y0) over the last month
  • There have been no upward revisions in the earnings estimate for the current fiscal year (Y0) over the last month
  • There has been at least one downward revision in the earnings estimate for the next fiscal year (Y1) over the last month
  • There have been no upward revisions in the earnings estimate for the next fiscal year (Y1) over the last month
  • The bottom 30 companies are those that have had the 30 largest percentage decreases in the current-year consensus EPS estimate over the last month
  • Alternate—down 5%: Earnings estimates have been revised downward by 5% or more

Discussion

ROBERT A from NC posted over 4 years ago:

What is the "sell rule"? I see in a footnote to Figure 1 that the portfolio is "rescreened and rebalanced monthly using month-end prices," so does that mean a stock is sold at the end of the month unless it has another estimate revision by the end of the month? What if the revision comes out on the 25th of the month? Is the stock bought on that date and sold 5 or 6 days later? It seems that following this strategy would be difficult for anyone who isn't in front of their computer from 9:30 to 4:00 on every trading day and constantly refreshing their screen for earnings revisions. Apparently, taxes on short-term gains are also ignored in Figure 1. The data presented looks more like a sales pitch than useful information, especially for a buy-and-hold long-term investor.


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