r/businessanalysis • • 11h ago

This role is dying

34 Upvotes

I’m trying to figure out how I’m going to support myself in this new AI age. I recognize what’s happening and I either will be in meetings all day discussing strategy and growth problems or need to learn how to code and execute the final strategy requirements in the system. I don’t like talking or thinking out loud and I don’t know how to code. My current role was getting final decision info from someone and documenting them and sending it to developers but with ai it can do that and the rest is merged between the two roles described above. I just don’t know what hard to pick.


r/businessanalysis • • 19h ago

How we cut operational approval queues from 8 hours to 30 seconds without hiring more specialists

0 Upvotes

In high volume operations, one of the biggest constraint on business growth is almost always high stakes decisions sitting in a queue waiting on a scarce subject matter expert to review them.

We saw this firsthand working with an enterprise insurance provider processing thousands of commercial policy endorsements where their operational backlog looked like this: policy updates were sitting 4 to 8 hours in queue behind new business and every single endorsement took about 5 minutes of focused review from a licensed underwriter.

The specialist had to open the request, pull external regulatory safety registries and verify operating authority then check fleet safety scores and confirm loss history against internal policy guidelines.

Because qualified underwriters are expensive and difficult to hire, growing customer volume meant turnaround times got stretched thin creating friction with distribution partners and putting retention at risk.

Instead of treating this as a hiring problem, our team at Native (withnative) deployed an operational agent system that resolves decisions the moment they enter the queue and the moment a submission lands, an ingestion agent pulls the policy changes and an automated worker queries live government registries to pull verified safety inspection histories and operating status.

To guarantee zero regulatory risk with the agents don't make probabilistic guesses and the business guidelines are codified into strict deterministic rules so if the registry checks and coverage limits meet the established criteria, the system clears the decision in 23 to 40 seconds and writes the update directly into their policy admin system and logs an immutable audit trail.

If an endorsement fails a rule say there is an out of territory hauling route or a flagged inspection violation, it routes straight to an underwriter with a pre filled decision brief and the underwriter opens the file with the government data already pulled and the discrepancy highlighted and eventually a 5 minute manual investigation turns into a 30 second sign off.

Over 5 months in production, the system processed 4,224 decisions with 3,130 of them (74.1%) were cleared completely autonomously in under 40 seconds and queue latency dropped from 8 hours to under a minute, freeing up 49 hours of specialist capacity per month without adding headcount and accelerating $2.39M in policy revenue velocity.

If your operational workflows bottleneck around senior expert approvals, leave a comment and I can share the decision workflow and audit spec we used.


r/businessanalysis • • 4h ago

How well regarded is CBAP

3 Upvotes

Hello BAs! I have a quick question:

How well regarded is the CBAP certification? I just got my PMP and am debating on getting the CBAP. Not looking to move jobs or anything but thinking down the line.