Prescott Valley, AZ Correspondent — The tools have changed the cost of entry, and I’d distinguish that from changing the cost of winning.

Candidates who can afford serious digital operations can test messages, find narrow audiences, and spend more efficiently than those relying on broadcast and field. That doesn’t make victory automatic. It does create a structural edge in close races, which is where most seats are actually decided.

Whether the disadvantage becomes permanent depends on whether cheaper tools level the field or whether the most advanced capability stays concentrated among those who can pay for it. At the moment the gap is widening faster than the corrective mechanisms are arriving.

Novi, Michigan Correspondent — In any competitive environment, better information creates an edge. Politics isn’t different, and I’d be suspicious of anyone claiming it is.

Candidates without serious data operations are working with incomplete tools. The gap is visible and it will persist until the technology gets cheap and boring, which it eventually will, the way every technology does. The question is how many cycles that takes.

Knoxville, Tennessee Correspondent — If you can’t find the twelve hundred people in a county who’ll actually move, you’re spending like it’s 1998. The other side isn’t. That’s a disadvantage and there’s nothing mystical about it. It’s a list, a test, and a dollar that doesn’t get wasted on a household that was never going to vote.

Permanent? Only if the tools stay expensive and closed. Tools get cheaper. What doesn’t get cheaper is the talent to use them without looking like a sneak.

Strong local organization still counts for a great deal. A sheriff who’s shaken every hand in three towns can beat a dashboard. He can’t beat a dashboard plus a machine that never sleeps if he refuses to look at a dashboard at all, and I know several who refuse on principle.

What I don’t want is a ban that the incumbent class writes for itself. I want disclosure of who paid, what was said, and whether a foreign desk was in the stack. The worry isn’t that ads exist. It’s that the public square has become a set of private rooms and nobody outside can see the pitch.

Long Island, New York Correspondent — I’ve watched local races where one candidate had a national list and the other had a union hall and a cousin. The list doesn’t always win. It wins more than it used to, particularly when turnout is a surgical problem rather than a parade.

In competitive seats the disadvantage is real until the tools commoditize. Campaign finance already tilted the table. Data tilts it again, and the two compound, because the money buys the operation that finds the money.

Here’s my professional worry. If we respond by letting platforms and parties write the ethics code, we’ll get a code that protects whoever already has the file. Require a public file a reporter can read without a subpoena. Require a name on the ad that belongs to a human being who can be served with process.

And I’d resist both of the tidy positions. A county legislator doesn’t need a national psychographic model. A House race is no longer a pancake breakfast. Both of those are true at once.

Jacksonville, Florida Correspondent — Turnout on the First Coast is a logistics problem. Micro-targeting is logistics with a better memory.

If you can’t remember who needs a ride and who needs a reason, you lose to the people who can. That isn’t a crisis of democracy. It’s a crisis of amateurs calling themselves campaigns, and I say that as somebody who worked in a state office where the plan was a press release.

The danger is the invisible pitch. Different sentences to different porches, none of them on the evening news, and no way to hold anybody to a contradiction. Force the file into the light.

Keep the organizing, though. A church van still beats a clever ad if the van shows up.

Tyler, Texas Correspondent — East Texas still runs on churches, football, and who shows up at the café. That world isn’t dead. It’s no longer sufficient by itself in a district drawn by software.

A candidate without a list is hunting without a scent. I’d rather my side learn the scent than ban the dog.

Publish the payer. Keep the speech.