MKDC Baseball

About MKDC Baseball


I’ve always loved baseball.

Not just the games themselves, but everything that happens around them. Player development. Roster moves. Call-ups that seem early. Prospects who dominate Triple-A and never get the call. Veterans who hold jobs longer than fans expect.

The more you follow the sport, the more you realize something.

Baseball isn’t just about who’s good.

It’s about who gets the opportunity.

There are already plenty of places to read about exit velocity, ERA estimators, or which prospects are hitting the ball hard in Double-A. Public data has made player evaluation more accessible than ever. Anyone can pull up a stat line and form an opinion about whether a player is ready for the major leagues.

But performance alone doesn’t determine when a player reaches the big leagues.

Major league debuts are shaped by roster constraints, financial incentives, competitive timelines, and organizational development philosophy. Two equally talented prospects can have dramatically different promotion paths depending on which team controls their contract. One may debut in May while another remains in Triple-A until August.

Understanding why requires more than a stat line.


What You’ll Find Here

This site focuses on how MLB organizations actually deploy talent.

That means looking beyond performance to consider the real-world constraints that shape promotion decisions. Roster pressure, positional blocking, service time incentives, and historical promotion behavior often influence when a player gets the call as much as minor league production does.

You’ll find analysis of prospect promotion timelines, role conversion risk, organizational development trends, and minor league usage signals that often precede a call-up. The goal is not to rank players by long-term value, but to better understand when and how organizations are likely to use them in the short term.

This also isn’t just a prospect site.

You’ll find coverage of roster moves, front office decisions, coaching hires, development philosophy changes, and other league-wide news because those decisions often shape what happens to prospects next. A missed free agent signing can accelerate a promotion. A trade deadline move can delay one.

Baseball news is often prospect deployment news in disguise.


Promotion Risk Index (PRI)

To provide a consistent framework for estimating promotion likelihood, this site uses the Promotion Risk Index (PRI).

PRI is not a measure of talent or projected career value. Instead, it is a model that attempts to estimate the probability that a prospect will be promoted within the next 60 to 90 days based on organizational context rather than performance alone.

PRI incorporates variables that frequently influence promotion timing decisions across MLB teams, including roster pressure, competitive window, positional blocking, usage patterns, and service time considerations.

A full explanation of PRI methodology can be found here.


Why This Matters

Forecasting when a player will be promoted can provide meaningful context for dynasty roster decisions, prospect evaluation, development analysis, and even early-season usage expectations.

Prospects are not promoted into neutral environments. They are deployed into roster situations shaped by financial incentives, playoff expectations, and organizational philosophy.

Understanding those constraints often matters as much as understanding the player.


SUBSCRIBE

Scroll to Top