Finance
How to think about earnings estimates during volatile times
A version of this post first appeared on TKer.co
Earnings estimates for the next 12 months are rising.
And earnings estimates for 2025 and 2026 have been coming down.
The above statements sound like they’re in conflict. But they are actually two ways of communicating the same information. The differentiating factor: The passage of time.
We often hear analysts talk about earnings estimates based on calendar years. For example, coming into this year Wall Street strategists presented their estimates for 2025 earnings.
As time passes and information emerges, analysts will adjust those estimates. Historically, analysts tend to gradually revise down these calendar year estimates. And so far, this has been the case in 2025.
However, time can pass quickly. And with calendar year estimates, what was once a discussion about future earnings can quickly become a discussion about past earnings.
For example, at the beginning of the year, 2025 earnings represented the next-12 months’ (NTM) earnings. But it’s April now, which means any discussion of 2025 earnings involves an old quarter, and any discussion of NTM earnings involves a quarter in 2026.
Morgan Stanley’s Michael Wilson shared a nice side-by-side visualization of this somewhat confusing dynamic. The chart on the left shows the S&P 500’s NTM earnings per share (EPS). As time passes, you can see NTM EPS move up as it continuously incorporates the higher earnings expected in future periods.
The chart on the right shows EPS estimates for 2025 and 2026 — static periods in time. As time passes, you can see how analysts’ estimates have moved lower in recent months.
NTM earnings estimates look good despite calendar year estimates coming down. (Source: Morgan Stanley)
“NTM EPS estimates continue to advance on the back of stronger 2026 EPS growth,” Wilson observed. “However, NTM EPS may show signs of flattening in recent weeks as 2025/2026 estimates revise slightly lower (-1%).”
To be clear, both charts employ the same analysts’ estimates for earnings. They just differ in the way they reflect the effect of the passage of time.
And the two charts are currently telling us that the promise of earnings growth on a rolling future basis is more than offsetting deteriorating expectations for static periods.
This is important in the context of valuation metrics like the forward price-earnings (P/E) ratio. If earnings are expected to grow, then forward earnings (E) will rise as time passes. This leads to downward pressure on P/E ratios.
Finance
Intact Financial provides update on Q2 catastrophe and large losses
TORONTO — Insurance provider Intact Financial Corp. says it had higher catastrophe losses and large losses in the second quarter than it initially expected.
Intact Financial reported that its combined catastrophe and large losses were $247 million above its expectations for the second quarter on a pre-tax and net of reinsurance basis.
The combined higher losses amount to $1.08 per diluted common share after tax.
Total catastrophe losses reached $416 million on a pre-tax basis during the second quarter and net of reinsurance.
The company says catastrophe losses in Canada were due to weather events, while commercial fires drove losses in the United Kingdom and Ireland.
Intact Financial says the increase in large losses included higher-frequency fire claims as well as other property losses across different geographies.
This report by The Canadian Press was first published July 8, 2026.
Companies in this story: (TSX: IFC)
The Canadian Press
Finance
How Natura &Co Is Transforming Finance with Generative AI on SAP S/4HANA
For a company navigating one of the most consequential transformations in its history, financial clarity is not optional—it is essential. Natura &Co, the Brazilian personal care and cosmetics group behind iconic brands such as Natura and Avon, has long been committed to combining purpose-driven business with commercial performance. After a period of strategic portfolio reshaping, including the divestiture of its Aesop and The Body Shop holdings, the company is now sharpening its focus on profitability and operational excellence across Latin America and global markets.
At the center of that effort sits a deceptively complex challenge: understanding, in real time, which revenue and cost factors are driving or eroding gross margin across a highly diversified business. For years, answering that question meant manual reporting, delayed insights, and finance teams spending valuable time on data gathering rather than analysis.
That’s now changing, thanks to a co-innovation initiative developed together with SAP and Numen, a global SAP partner specializing in digital transformation and enterprise software implementation.
From manual reporting to proactive decision intelligence
The project’s goal was to replace a labor-intensive gross margin analysis process with a generative AI application embedded directly into Natura &Co’s financial workflows. Built on SAP Business AI Platform, SAP’s unified foundation integrating business technology, data, and AI capabilities, the application connects directly to data in SAP S/4HANA to provide finance teams with automated insights and narrative recommendations in real time, without the need for manual data pulls or offline reporting.
The application enables users to explore revenue, cost, and margin drivers interactively, identifying at a glance which elements are protecting or eroding margin performance across markets and product lines. Crucially, human oversight remains central to the design: the AI application generates insights, while finance professionals retain full control over interpretation and decisions.
“The implementation of gross margin analysis using AI in SAP S/4HANA marked an inflection point in the analytical capability of our finance area,” said Rogério Dias Garcia, tech manager, ERP Latam, Natura &Co. “We overcame delays and raised the standard of insights by integrating margin analysis from SAP S/4HANA with a large language model connected via the SAP AI Core layer. This architecture allowed us to provide, in an agile, secure, and completely anonymous manner, a stratified and precise view of gross margin offenders and protectors—discriminating exactly which revenue or cost elements were driving market performance.”
A collaborative architecture for scalable AI adoption
Natura &Co’s application derived from a prototype SAP partner Numen created in early 2024 at SAP’s global Hack2Build on business AI, leveraging the generative AI capabilities of SAP Business AI Platform. The solution was designed and developed through close collaboration between Natura &Co, Numen, and SAP. From the outset, the approach was to align AI adoption with concrete business priorities, ensuring the application would be scalable and production-ready rather than a standalone prototype.
Numen brought deep SAP implementation expertise to the project, combining knowledge of SAP S/4HANA architecture with hands-on experience in building solutions on SAP Business AI Platform. The technology stack—SAP S/4HANA, SAP AI Core, SAP Fiori, and SAP Business Technology Platform—provided the secure, integrated foundation needed to connect financial data with generative AI capabilities in an enterprise context.
“SAP enabled the transformation by providing the technological foundation and expert support,” said Carlos Aravechia, head of Data Design & Intelligence at Numen.
The success of the project has validated a broader conviction at Natura &Co: that generative AI, embedded directly in ERP workflows, can fundamentally reposition finance from a transactional function to a strategic business partner.
A blueprint for other businesses
The Natura &Co project demonstrates a pattern that other organizations can replicate, particularly those running SAP S/4HANA. The combination of structured ERP data with the contextual reasoning capabilities of large language models creates a foundation for decision intelligence that goes well beyond traditional business intelligence tools.
The project was built within a six-month co-innovation sprint and went live in August 2025. It is currently in use across Natura &Co’s Equador operations.
Looking ahead, Natura &Co is already planning the next phase: integrating Joule Agents to further automate the extraction of standard analytical content and deepen the AI-driven optimization of financial processes.
“The success of this initiative validates the transformative potential of embedded AI within our ERP,” Dias Garcia noted. “We are now ready to move forward—deepening these insights and integrating the capability of Joule Agents to maximize the extraction of standard content and further optimize our business decisions.”
For SAP customers evaluating how to move from AI experimentation to AI in production, the Natura &Co project offers a concrete, replicable model: start with a high-value, well-defined business process, embed AI directly into existing workflows, and build in human oversight from the start.
Finance
Low-income Chinese girl aces gaokao, inspires live-streamers offering help
A girl from a disadvantaged rural family in central China topped this year’s gaokao, attracting numerous live-streamers eager to finance her education, which she declined.
The home of 18-year-old secondary school graduate Han Yaping in a Henan province village was recently bustling with live-streamers.
This attention came after Han achieved an impressive score of 699 out of 750 in the gaokao, China’s national college entrance exam.
She has received offers from China’s two leading universities, Tsinghua University and Peking University.
Han’s accomplishment is particularly remarkable given her family’s impoverished circumstances.
Her mother suffers from ankylosing spondylitis, an inflammatory arthritis affecting the spine, preventing her from working. Her father, who earns a living through farming and odd jobs, serves as the family’s sole provider. Han also has a younger sister.
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