when you look at tvl, open interest, volume, and user behavior together, a few important patterns emerge. here's a case study with @opinionlabsxyz data on dunes (s/o to the wizard @datadashboards for the dashboard) first, three words you’ll see a lot: > tvl = money parked in the system (idle balances, locked in positions/markets, etc..) > open interest = money actively expressing a view (locked in positions/markets) > volume = how much people trade back and forth most people only look at volume and that’s a mistake. > tvl and open interest are tightly coupled over the past months, tvl climbed steadily to ~$140m+ open interest followed closely and when markets got volatile, capital didn’t fully leave. that tells you something important: people aren’t just trading and cashing out. they’re keeping money inside, moving it between opinions. > volume behaves very differently from tvl and OI. volume usually spike hard during big moments: elections, macro news, crypto volatility, major narratives. but after those spikes fade, in @opinionlabsxyz's case, open interest stays high. people rush in when news hits, but many keep their positions open instead of closing everything. that's great sign of conviction from the user base and a positive signal from the ecosystem. > category behavior tells you who anchors the system. some markets bring activity and some markets hold capital. sports + short-term events: > lots of trades > fast in, fast out > great for onboarding users macro + crypto: > fewer trades > much bigger position sizes > capital stays longer this is healthy because: 1. you want flow and anchors. 2. you want excitement and balance sheet strength. > users unique users keep growing (~180k+) that means: > better liquidity > less slippage > bigger trades possible > real revenue forming so why could @opinionlabsxyz be interesting right now? because strength in prediction markets isn’t about vibes. it’s about: > capital that stays during volatility > open interest that doesn’t vanish after news > users who reallocate instead of exiting @opinionlabsxyz is showing signs of exactly that. for traders: the edge isn’t just being right fast, it’s finding markets where conviction stays after volume fades. for builders: if you're building something, you don’t chase volume alone. chase tvl + open interest stability. (sh yes, strong incentive programs right now clearly help accelerate activity and attract capital. that’s expected and healthy at this stage. but we’ve also seen other prediction market projects continue to perform after incentives tapered off, because the underlying market structure, liquidity, and user behavior were already there. incentives can bootstrap activity but they can’t fake conviction for long and that’s the distinction that matters.