Skip to content
New Constructs
  • Get Access
    • Individual Investors
    • Professional Investors
    • Free Resources
  • Solutions
    • Indices
    • Stock Ratings
    • Credit Ratings
    • Sector Ratings
    • ETF & Mutual Fund Ratings
    • Earnings Distortion Scores
    • Model Portfolios
    • Long & Short Idea Research
    • Macro Fundamental Research
    • Portfolio Tracking & Alert Emails
    • Screening Tools
    • API
    • Excel Add-In
    • Company Models
    • Marked-Up SEC Filings
    • Research Blog
    • Fundamental Data Products
      • Core Earnings & Earnings Distortion
      • Reported Fundamentals
      • Proprietary Adjusted Fundamentals
      • Value Screens/Metrics
      • Enhanced Value Screens/Metrics
  • Blog
  • Community
    • Online Community Forum
      • Join our Online Community
    • Live Video Podcast (Free)
    • Let’s Talk Long Ideas (Members Only)
    • YouTube Channel
    • Education
      • Free Training Sessions
      • Value Investing 2.0
      • Metrics Definitions
      • Rating Methodologies
      • Accounting Loopholes
      • FASB Tracker
      • Company Models
  • Company
    • About Us
    • Customer Testimonials
    • Partnerships
    • Papers & Case Studies
      • Proven-Superior Models
      • Proven-Superior Stock Ratings
      • Novel Alpha in our Proprietary Data
    • Robo-Analyst Technology
    • News & Media Coverage
    • Stock Picking Accolades
    • Careers
  • Members

General Market Comments

Insights on the forces that shape our capital markets and the future of our country.

May 6, 20260Comments

Live Podcast Friday: Is Earnings Season Meeting Expectations?

All are welcome to join us for our next live podcast on Friday, May 8 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
April 17, 20260Comments

AI Is Designed To Lie To You

For AI to evolve into a trusted partner for completing serious work, we need to be honest about how it performs.
by David Trainer, Founder & CEO
April 9, 20260Comments

Live Podcast Friday: How AI Will Transform Investing

All are welcome to join us for our next live podcast on Friday, April 10 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
Most Likely to Beat Earnings
April 1, 20260Comments

1Q26 Earnings: Where Street Estimates Are Too Low & Who Should Beat

We’ll show the five S&P 500 companies with understated Street Earnings most likely to beat 1Q26 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
March 31, 20260Comments

The Stock Market Is Rogue AI’s Most Obvious Target. Here’s How We Protect It.

We should return our attention to the quiet war for safe AI.
by David Trainer, Founder & CEO
Likely to Miss Earnings
March 30, 20260Comments

1Q26 Earnings: Where Street Estimates Are Too High & Who Should Miss

We’ll show the five S&P 500 companies with overstated Street Earnings most likely to miss 1Q26 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
Danger Zone
March 23, 20260Comments

Shareholders Vs. Employees: The Next AI Tradeoff

There have been many headlines about AI replacing humans for many jobs, and now we’re seeing it happen in real time.
by Kyle Guske II, Senior Investment Analyst, MBA
March 11, 20260Comments

Live Podcast Friday: Quantifying Expectations and Earnings Watch Party

All are welcome to join us for our next live podcast on Friday, March 13 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
March 10, 20260Comments

Closing A New Accounting Loophole: Residual Value Guarantees

Investors are likely unaware of another new trick that hides major liabilities off-balance sheet.
by Lee Moneta-Koehler
February 24, 20260Comments

Live Podcast Friday: Two Special Guests

All are welcome to join us for our next live podcast on Friday, February 27 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
February 9, 20260Comments

Podcast: Earnings Data Is Wrong And Could Hurt Your Portfolio

Learn why footnotes matter and how we leverage our reverse discounted cash flow model to quantify the expectations baked into stock prices.
by Kyle Guske II, Senior Investment Analyst, MBA
February 9, 20260Comments

Podcast: How We Beat Wall Street with Small Language Models

CEO David Trainer joined the Apex AI Podcast to discuss how we leverage small language models to deliver Core Earnings data proven to beat the market.
by Kyle Guske II, Senior Investment Analyst, MBA
Likely to Miss Earnings
January 9, 20260Comments

4Q25 Earnings: Where Street Estimates Are Too High & Who Should Miss

We’ll show the five S&P 500 companies with overstated Street Earnings most likely to miss 4Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
Most Likely to Beat Earnings
January 7, 20260Comments

4Q25 Earnings: Where Street Estimates Are Too Low & Who Should Beat

We’ll show the five S&P 500 companies with understated Street Earnings most likely to beat 4Q25 earnings.
by Kyle Guske II, Senior Investment Analyst, MBA
January 6, 20260Comments

Live Podcast Friday: Tariffs and Rare Earth Metals Discussion with Slingshot Insights

All are welcome to join us for our first live podcast of 2026 on Friday, January 9 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
December 11, 20250Comments

Live Podcast Soon: AI for Smarter Investing & New Memberships

All are welcome to join us for our next live podcast on Friday December 12 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
November 26, 20250Comments

The Transformative Role of AI In Investing: The Intelligent Edge Podcast

Learn how our company came about, to how it has been and remains the thought leader in AI for investing.
by Kyle Guske II, Senior Investment Analyst, MBA
November 26, 20250Comments

The Impact of AI On Investing: David Trainer’s Presentation at Harvard Business School

AI is learning the same way as a human analyst, but doing so at a much faster pace.
by Kyle Guske II, Senior Investment Analyst, MBA
November 12, 20250Comments

Live Podcast Soon: Expert Discussion with Slingshot Insights

All are welcome to join us for our next live podcast on Friday November 14 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
October 8, 20250Comments

Live Podcast Soon: Thinking Small Drives Big Leaps in AI

All are welcome to join us for our next live podcast on Friday October 10 at 12pm EST.
by Kyle Guske II, Senior Investment Analyst, MBA
« Older Articles

Search

  • Live-traded Indices
  • AI Winners and Losers
  • Free Trainings
  • David Trainer’s E-Letters
  • —
  • Long Ideas
  • Danger Zone (Sell/short ideas)
  • IPO Research
  • Footnotes Season Finds
  • —
  • Stock Picking Awards & Media Events
  • Testimonials
  • General Market Comments
  • —
  • Model Portfolios
  • – Focus List Stocks: Long
  • – Focus List Stocks: Short
  • – Most Attractive Stocks
  • – Most Dangerous Stocks
  • – Best & Worst ETFs & Mutual Funds by Sector
  • – Best & Worst ETFs & Mutual Funds by Style
  • – Exec Comp Aligned With ROIC
  • – Safest Dividend Yields
  • – Dividend Growth Stocks
  • – Model Portfolio Performance
  • —
  • — Training & Education —
  • Join Our Online Community
  • How To Use Our Site
  • Investing 101
  • Backtest Data Details & Case Studies
  • Accounting Rule Changes
  • ROIC Drives Equity Valuation
  • – Enterprise Value Optimization
  • DOL Fiduciary Regulation
  • M&A Analysis
  • Fundamental Macro Trends & Sector Fundamentals
  • —
  • Company Report Index
  • – Tesla (TSLA) – 26 reports
  • – Netflix (NFLX) – 24 reports
  • – General Motors (GM) – 16 reports
  • – Snap (SNAP) – 15 reports
  • – Carvana (CVNA) – 11 reports
  • – Disney (DIS) – 11 reports
  • – Intel Corporation (INTC) – 10 reports
  • – Wayfair (W) – 11 reports
  • – Uber (UBER) – 10 reports
  • – DoorDash (DASH) – 10 reports
  • – Beyond Meat (BYND) – 10 reports
  • – Peloton (PTON) – 10 reports
  • – Spotify (SPOT) – 9 reports
  • – Walmart (WMT) – 9 reports
  • – Skechers USA (SKX) – 9 reports
  • – JPMorgan (JPM) – 9 reports
  • – HCA Healthcare (HCA) – 9 reports
  • – Rivian Automotive (RIVN) – 8 reports
  • – D.R. Horton (DHI) – 8 reports
  • – Target (TGT) – 8 reports
  • – Coinbase (COIN) – 7 reports
  • – Oracle (ORCL) – 7 reports
  • – McDonald’s Corporation (MCD) – 7 reports
  • – Discover Financial (DFS) – 7 reports
  • – AutoZone (AZO) – 7 reports
  • – Shake Shack (SHAK) – 7 reports
  • – Meritage Homes (MTH) – 7 reports
  • – Cisco Systems (CSCO) – 7 reports
  • – Affirm Holdings (AFRM) – 7 reports
  • – Lyft Inc. (LYFT) – 7 reports
  • – Allison Transmission Holdings (ALSN) – 7 reports
  • – NVR Inc. (NVR) – 7 reports
  • – Valeant (VRX) – 6 reports
  • – Cracker Barrel (CBRL) – 6 reports
  • – Best Buy (BBY) – 6 reports
  • – Amazon (AMZN) – 6 reports
  • – Verizon Communications (VZ) – 6 reports
  • – GameStop (GME) – 6 reports
  • – Alphabet (GOOGL) – 6 reports
  • – Colgate-Palmolive (CL) – 6 reports
  • – Southwest Airlines (LUV) – 6 reports
  • – Ford (F) – 6 reports
  • – Amgen (AMGN) – 6 reports
  • – Johnson & Johnson (JNJ) – 6 reports
  • – Universal Health Services (UHS) – 6 reports
  • – Kimberly-Clark (KMB) – 6 reports
  • – Allstate (ALL) – 6 reports
  • – John B. Sanfilippo & Son (JBSS) – 5 reports
  • – SYSCO Corporation (SYY) – 5 reports
  • – Zendesk (ZEN) – 5 reports
  • – Lam Research Corp (LRCX) – 5 reports
  • – Lear Corp (LEA) – 5 reports
  • – HF Sinclair (DINO) – 5 reports
  • – Omnicom Group (OMC) – 5 reports
  • – Dropbox (DBX) – 5 reports
  • – Robinhood Markets (HOOD) – 5 reports
  • – Sweetgreen (SG) – 5 reports
  • – Microsoft (MSFT) – 5 reports
  • – Caterpillar (CAT) – 4 reports
  • – TrueCar (TRUE) – 4 reports
  • – Simon Property Group (SPG) – 4 reports
  • – Thor Industries (THO) – 4 reports
  • – Box, Inc. (BOX) – 4 reports
  • – Pinterest (PINS) – 4 reports
  • – Shopify (SHOP) – 4 reports
  • – MasTec Inc. (MTZ) – 4 reports
  • – AMC Entertainment (AMC) – 4 reports
  • – Eventbrite (EB) – 4 reports
  • – Cummins (CMI) – 4 reports
  • – Equinix (EQIX) – 3 reports

About Us Testimonials In the News Support Careers General Legal Documentation
Copyright 2026 New Constructs, LLC All Rights Reserved
Registration on or use of this site constitutes acknowledgement of our Disclosures and Disclaimers and acceptance of our Terms of Use and Privacy Policy.