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    <title>DEV Community: linderroger-eng</title>
    <description>The latest articles on DEV Community by linderroger-eng (@linderrogereng).</description>
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    <item>
      <title>12 Filters for Finding Mispriced Markets on Polymarket (Free Checklist)</title>
      <dc:creator>linderroger-eng</dc:creator>
      <pubDate>Tue, 02 Jun 2026 18:09:17 +0000</pubDate>
      <link>https://dev.to/linderrogereng/12-filters-for-finding-mispriced-markets-on-polymarket-free-checklist-14hb</link>
      <guid>https://dev.to/linderrogereng/12-filters-for-finding-mispriced-markets-on-polymarket-free-checklist-14hb</guid>
      <description>&lt;p&gt;Most Polymarket traders browse markets the same way everyone else does — scrolling through trending topics, picking sides based on gut feelings, and wondering why they keep losing money. The traders who consistently profit do something different: they filter.&lt;/p&gt;

&lt;p&gt;This post breaks down the 12 filters I use to identify mispriced markets before placing a single dollar. Not vague principles — specific signals you can check in under five minutes per market.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why Mispricing Happens on Polymarket
&lt;/h2&gt;

&lt;p&gt;Prediction markets are more efficient than most people think, but inefficiencies exist. They cluster around low-liquidity markets, fast-moving news cycles, and questions where the crowd has emotional rather than informational bias. Your job is to find those pockets before the market corrects.&lt;/p&gt;




&lt;h2&gt;
  
  
  The 12 Filters
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Filter 1: Liquidity Floor Check&lt;/strong&gt;&lt;br&gt;
Only trade markets with at least $5,000 in total liquidity. Below that, a few large bets can move prices dramatically, making your exit painful.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 2: Resolution Criteria Clarity&lt;/strong&gt;&lt;br&gt;
Read the resolution criteria word-for-word. Ambiguous wording means contested resolutions or operator discretion. Pass on anything unclear.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 3: Time-to-Resolution Efficiency&lt;/strong&gt;&lt;br&gt;
Calculate your annualized return. A market at 94¢ with 60 days to resolution yields ~12% annualized. The same market with 365 days yields ~6%. Capital efficiency matters.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 4: News Lag Detection&lt;/strong&gt;&lt;br&gt;
Check when the market price last moved vs. when relevant news broke. If there's a lag, the market may still be catching up. Google News timestamps are your friend.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 5: Base Rate vs. Market Price Divergence&lt;/strong&gt;&lt;br&gt;
Find the historical base rate for the event type. If the market price diverges from base rates by more than 10 points without a clear narrative reason, investigate.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 6: Correlated Market Consistency&lt;/strong&gt;&lt;br&gt;
Polymarket often runs multiple related markets simultaneously. Check that implied probabilities are internally consistent. Arbitrage hides in the gaps.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 7: Volume Trend vs. Price Trend&lt;/strong&gt;&lt;br&gt;
A price moving up on declining volume is a weak signal. Rising price on rising volume has real conviction behind it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 8: Crowd Sentiment Proxy&lt;/strong&gt;&lt;br&gt;
Check Twitter/X for the prevailing narrative. If sentiment is overwhelmingly one-sided but the market is balanced, that asymmetry is worth probing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 9: Operator Track Record&lt;/strong&gt;&lt;br&gt;
Political and sports markets tend to resolve cleanly. Novel or complex conditional markets carry more operator risk. Check the market creator's history.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 10: Kelly Criterion Sanity Check&lt;/strong&gt;&lt;br&gt;
Before sizing any position: Edge / Odds = Optimal Fraction. If your edge is 5% betting YES at 70¢, your Kelly fraction is ~7% of bankroll. Never exceed full Kelly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 11: Whale Wallet Activity&lt;/strong&gt;&lt;br&gt;
Polymarket is on-chain. Use Polygonscan or whale-tracking tools to see where large traders are positioned. Smart money isn't always right, but it's worth knowing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Filter 12: Reversion Potential Timing&lt;/strong&gt;&lt;br&gt;
Markets frequently overcorrect on dramatic news, then revert over 24-72 hours. The reversion window is often where the edge lives.&lt;/p&gt;




&lt;h2&gt;
  
  
  How to Use These Filters Together
&lt;/h2&gt;

&lt;p&gt;Run each market through all 12. You're looking for markets that pass at least 8-9 — that's your signal a genuine edge exists. The more filters a market fails, the more you should question whether you have informational advantage or just conviction.&lt;/p&gt;

&lt;p&gt;The discipline is in the checklist, not the instinct.&lt;/p&gt;




&lt;h2&gt;
  
  
  Get the Full Checklist (Free)
&lt;/h2&gt;

&lt;p&gt;I've formatted all 12 filters into a one-page checklist you can use before every Polymarket trade. Includes scoring guidelines, a resolution risk rubric, and the Kelly formula pre-filled.&lt;/p&gt;

&lt;p&gt;👉 &lt;strong&gt;&lt;a href="https://linderroge.gumroad.com/l/polymarket-edge-checklist" rel="noopener noreferrer"&gt;Download the Free Polymarket Edge Checklist&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;No email required. Use it, share it, and if it helps you find your first mispriced market — come back and let me know in the comments.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Polymarket trading involves real financial risk. This article is for educational purposes only.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>polymarket</category>
      <category>trading</category>
      <category>investing</category>
      <category>beginners</category>
    </item>
    <item>
      <title>I Built a REST API That Wraps USASpending.gov, SAM.gov and Grants.gov Into One Clean Endpoint</title>
      <dc:creator>linderroger-eng</dc:creator>
      <pubDate>Tue, 02 Jun 2026 16:45:48 +0000</pubDate>
      <link>https://dev.to/linderrogereng/i-built-a-rest-api-that-wraps-usaspendinggov-samgov-and-grantsgov-into-one-clean-endpoint-1ln9</link>
      <guid>https://dev.to/linderrogereng/i-built-a-rest-api-that-wraps-usaspendinggov-samgov-and-grantsgov-into-one-clean-endpoint-1ln9</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Working with US government spending data is painful.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;USASpending.gov&lt;/strong&gt; requires complex POST payloads with nested JSON filters&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;SAM.gov&lt;/strong&gt; needs API key registration and has rate limits&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Grants.gov&lt;/strong&gt; has its own completely different format&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Every developer building govtech tools has to figure all this out from scratch. I got tired of it.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;A single REST API that normalizes all three sources into clean, consistent JSON responses.&lt;/p&gt;

&lt;p&gt;One GET request. Real data. No auth headaches.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Get top DoD contracts right now&lt;/span&gt;
curl &lt;span class="s2"&gt;"https://government-contracts-grants-api1.p.rapidapi.com/contracts?agency=Department%20of%20Defense&amp;amp;limit=5"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"X-RapidAPI-Key: YOUR_KEY"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"X-RapidAPI-Host: government-contracts-grants-api1.p.rapidapi.com"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Real Data Example
&lt;/h2&gt;

&lt;p&gt;Here is what comes back — actual federal contracts, not mock data:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"count"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;3&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"source"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"USASpending.gov"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"contracts"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"contract_id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"HT940216C0001"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"recipient"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"HUMANA GOVERNMENT BUSINESS INC"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"agency"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Department of Defense"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"amount_usd"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;51269205263.03&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"start_date"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2016-08-01"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"end_date"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2025-12-31"&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"contract_id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"DENA0003525"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"recipient"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"NATIONAL TECHNOLOGY &amp;amp; ENGINEERING SOLUTIONS OF SANDIA, LLC"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"agency"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Department of Energy"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"amount_usd"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mf"&gt;42370311400.75&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"start_date"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2017-01-18"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"end_date"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2027-04-30"&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Endpoints
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;GET /contracts&lt;/code&gt; — Filter by agency, amount, keyword&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;GET /grants&lt;/code&gt; — Federal grants from USASpending.gov&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;GET /agencies&lt;/code&gt; — All federal agencies with budget data&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Use Cases
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;GovCon intelligence&lt;/strong&gt; — Track competitor contract wins in real time&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Business development&lt;/strong&gt; — Identify which agencies are spending in your sector&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Grant research&lt;/strong&gt; — Find federal grants filtered by agency and dollar amount&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Compliance tools&lt;/strong&gt; — Build apps on top of real procurement data without scraping&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Market analysis&lt;/strong&gt; — Analyze federal spending trends across agencies&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Not Just Use The Raw APIs?
&lt;/h2&gt;

&lt;p&gt;You can. But:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;USASpending requires a POST with nested filter objects just to search&lt;/li&gt;
&lt;li&gt;You need separate auth flows for each source&lt;/li&gt;
&lt;li&gt;Response formats are completely different across sources&lt;/li&gt;
&lt;li&gt;No single query spans all three datasets&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;This API handles all of that so you can focus on building.&lt;/p&gt;

&lt;h2&gt;
  
  
  Free Tier Available
&lt;/h2&gt;

&lt;p&gt;Free tier includes 100 requests/month — enough to prototype and test.&lt;/p&gt;

&lt;p&gt;Find it on RapidAPI: &lt;a href="https://rapidapi.com/Largstrom/api/government-contracts-grants-api1" rel="noopener noreferrer"&gt;Government Contracts &amp;amp; Grants API&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Happy to add endpoints based on what people actually need — drop a comment below.&lt;/p&gt;

</description>
      <category>api</category>
      <category>python</category>
      <category>government</category>
      <category>webdev</category>
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