Learn how to analyze news sentiment and earnings events — how to evaluate press releases, track the earnings calendar, interpret forward guidance, and use Diplyzer to process market-moving news in real time.
Markets move on information — and no information moves markets more dramatically than earnings announcements and breaking news. A single press release can alter market capitalization significantly within minutes.
The analytical goal is processing and synthesizing this information efficiently to evaluate its valuation implications.
News creates information asymmetry — a gap between newly released data and what is reflected in current prices. When that gap is resolved (as information disseminates), prices adjust rapidly.
The adjustment process:
Quarterly earnings seasons are the most predictable and consequential source of market-moving news. Four times a year, every public company reports its financial results — and the entire market reprices based on what those results mean relative to expectations.
The key is not the absolute numbers — it's the relationship between actual results and analyst expectations.
A company can report record revenue and still fall if analysts expected even more. The stock reacts to the surprise — the delta between actual results and consensus estimates.
Earnings beat: Revenue and/or EPS exceeds analyst consensus → typically constructive
Earnings miss: Revenue and/or EPS below analyst consensus → typically negative
In-line results: Meet expectations exactly → reaction depends heavily on forward guidance
Revenue (top line):
Earnings Per Share (EPS):
Gross Margin:
Guidance:
Conference Call Tone:
"[Company] just reported earnings. Tell me whether they beat or missed on revenue and EPS, what guidance they gave for next quarter, and how the stock has historically responded to comparable earnings beats/misses."
Fundamental momentum:
Implied Volatility Expansion:
Earnings gap continuation: When a stock gaps significantly on heavy institutional volume with guidance increases, price action frequently demonstrates multi-week momentum as institutional funds accumulate shares.
Earnings gap fill: In cases where results meet expectations without forward guidance expansion, gaps often retrace back toward pre-announcement levels.
Companies that beat estimates, raise guidance, and have strong fundamentals often experience orderly pullbacks days or weeks after the initial earnings reaction. These consolidations into rising moving averages (e.g. 20-day or 50-day EMA) represent constructive base-building patterns.
"Show me companies that reported positive revenue and EPS surprises last quarter and have consolidated above their post-earnings gap. Filter for positive estimate revisions since the report."
Beyond earnings, numerous other news categories move markets:
"The Fed just announced a rate decision. Explain what they said, whether it was hawkish or dovish, and what the likely impact will be on equities, bonds, and the dollar."
One of the most powerful leading indicators for stock performance is the direction of analyst estimate revisions:
Estimate revision tracking: Diplyzer aggregates estimate revisions across all major analysts in real time.
"Have analyst earnings estimates for [stock] been revised up or down over the last 3 months? How does the revision trend compare to sector peers?"
Unusual spikes in news volume about a specific company often precede significant price moves. Monitoring both the quantity of coverage and the overall tone (positive/negative/neutral) provides a leading sentiment signal.
"What's the recent news sentiment for [stock]? Is coverage increasing or decreasing? What are the major themes across recent news articles and analyst commentary?"
Research consistently shows that earnings surprises have momentum: companies that beat estimates by a large margin continue to outperform the market for the following 60–90 days. This phenomenon is called Post-Earnings Announcement Drift (PEAD).
The drift is more pronounced when:
"Which S&P 500 companies had the largest positive earnings surprises last quarter? Show me those that have continued to trend higher and haven't given back the gains."
"[Company] just released its quarterly earnings report. Summarize the key numbers, compare them to analyst expectations, extract the guidance for next quarter, note any major items from the conference call, and tell me what the market's reaction implies about sentiment."
"What major economic events are on the calendar this week? Which ones are most likely to move the market, and what are the consensus expectations?"
"Scan for stocks with earnings next week that have positive revenue growth, rising EPS estimates, and price trading above their 50-day moving average. Sort by estimate revision magnitude."