u/alexstrehlke

How do you actually measure whether your content is building an audience or just getting impressions?

Genuinely trying to figure out where people draw the line between content that's performing and content that's actually working.

Impressions and reach are easy to track and they look good in a report, but they don't mean much on their own. You can get a ton of eyeballs and have basically zero momentum to show for it. And then on the other side, a post with modest numbers can drive real conversation, follows, or whatever downstream behavior actually matters.

So what does traction honestly look like? Because a lot of teams conflate activity with progress. Posting consistently, getting steady impressions, growing a follower count slowly -- that all feels like it's working until you zoom out and realize the audience isn't actually doing anything.

A few things worth thinking through: does engagement rate still carry real meaning when so much engagement is shallow, like saves and shares that don't lead anywhere? Is follower growth a genuine signal or a vanity metric that lags behind what's actually happening? And how do you separate content that resonates from content that just happens to match the algorithm on a given week?

To be frank, most content dashboards are built to make things look better than they are. It's pretty easy to assemble a report full of green arrows and still not be building anything real.

Curious what metrics people in here actually trust, and what you've learned to mostly ignore.

reddit.com
u/alexstrehlke — 2 hours ago

What actually makes a data visualization "trustworthy" to you?

Curious what people in here actually look for when they're deciding whether to trust a chart or graph they come across -- not in an academic sense, but just gut level, what makes you stop and think "okay this person did this right" versus immediately being skeptical.

There's an obvious list of things that are technically wrong: truncated axes, cherry-picked date ranges, misleading color scales. But more curious about the subtler stuff. Like, what are the signals that make you trust or distrust a viz before you even dig into the methodology?

A few things worth thinking about:

Does showing uncertainty (confidence intervals, error bars, sample size) actually increase trust for most people, or does it just make things look more complicated and lose a general audience? Is there a point where a viz is too polished, like it looks so designed that it feels like it's trying to persuade you rather than inform you? How much does source labeling actually matter versus people just vibing off whether it "looks legit"

To be frank, a lot of trust in data viz is aesthetic and contextual in ways that are kind of uncomfortable to admit. Like people will trust a clean chart from a recognizable outlet more than a genuinely rigorous one from somewhere they don't recognize. Not sure if that's fixable or just human.

Curious what actually shifts the needle for people in here, especially those who do this professionally.

reddit.com
u/alexstrehlke — 1 day ago
▲ 12 r/csun+4 crossposts

Any Fresno State students who lift?

Hello! I am looking for students to try out a workout app I recently made—Fortis: Workout Log & Tracker (on iOS and Android). It's a completely free app for logging workouts, tracking progress, and sharing with your friends. Think Strava, but for the gym.

It has things like custom exercises, custom templates, and the ability to share progress with friends. Still early on but I think it could be a solid tool for anyone trying to stay consistent with their fitness.

If you work out or are looking to start, give it a try and let me know what you think! All feedback is welcome 😁

u/alexstrehlke — 2 days ago

What does the apartment search actually look like in NYC right now—what's real?

Genuinely trying to wrap my head around what searching for an apartment in this market actually looks like right now, because I feel like every thread gives completely contradictory information and I honestly can't tell what's signal versus noise.

Like, one post is "toured 40 places, lost every single one, completely brutal"—and then the next is "just hustle and you'll find something great." And I don't really know which of those experiences is more representative, or if it just depends entirely on neighborhood and budget.

A few things that are genuinely confusing:

  • How fast are decent places actually moving? Hours, or is there still some room to think for a day or two?
  • Is the broker fee situation still as brutal as it was, or has that calmed down at all?
  • Are landlords negotiating on anything—price, lease start date, anything—or is it totally take it or leave it right now?

To be frank, it's hard to know how much of the horror story stuff is people describing outlier experiences versus what the search actually is now across the board. I feel like the loudest posts are probably the worst experiences, but I don't know if that's true or just wishful thinking.

Curious what people who've searched recently actually found. What worked, what was a waste of time, anything you wish you'd known going in.

reddit.com
u/alexstrehlke — 2 days ago

How do you actually know when you have enough of an idea to start talking to people?

This might be a dumb question but I feel like there's this weird tension between "don't build before validating" and "you need something concrete before anyone will take you seriously."

Like, I get the advice. Talk to potential users early. Don't fall in love with your solution. All of that makes sense in theory. But when I think about actually doing it—showing up to a conversation with basically nothing—I feel like the other person has no idea what to react to. You end up getting feedback on vibes instead of anything real.

And then on the flip side, if you wait until you have something built, you've obviously already sunk time into assumptions that might be totally wrong.

I don't really know where the line is. I think there's probably a version of this that works—a tight problem framing, maybe a rough wireframe or a one-pager—where you're giving someone enough to push back on without having actually built anything. But I've also seen people do that and just get a bunch of "yeah that sounds useful" which, to be frank, means nothing.

Is it mostly about who you're talking to? Like the quality of the conversation depends more on whether you've found someone with the actual pain point vs. how polished your idea is when you walk in?

Genuinely curious how people have handled this early stage. What did you actually bring into those first conversations?

reddit.com
u/alexstrehlke — 2 days ago