Reported departures identified a potential continuity concern: operational knowledge was sometimes retained in personal notes, informal routines, and individual delivery team members. Accounts of departures indicated possible knowledge loss where that knowledge had not been documented or transferred. The study does not establish that respondents holding the most critical operational knowledge were the most likely to leave.
“the manual runbook for a network outage needs rewriting and rehearsing, since the four people who used to absorb that by hand have gone, and what is left is a document nobody has opened in a year.” -Engagement Manager, BPO, Trade, settlement and reconciliation
“On the agent side there are two people in the whole floor who really know the tooling, and both are shared across accounts.” -Individual Contributor, CXM, Technology engineering and operations
Among individual contributors who answered the intent-to-leave question, 342 of 616 (55.52%) reported a likelihood of leaving at 7 or above. The comparison below examines career experience among respondents above and below that threshold. Because career experience was closely related to role, the result does not isolate an independent relationship between experience and intent to leave.
1 Experience Among Respondents Likely to Leave
Respondents who rated intent to leave at 7 or above reported slightly less career experience than those below that threshold. The difference was small and did not isolate experience from its close relationship with role. The analysis included the 746 respondents who answered both questions.
1.1 Shorter Careers Among Respondents Likely to Leave
Respondents classified as likely to leave reported slightly less career experience: a mean of 3.77 years (n = 409), compared with 4.44 years among the other respondents (n = 337). The difference was −0.66 years, calculated from the unrounded means of 3.7726 and 4.4362. Welch’s t test compares two means while allowing the spread of values within the two groups to differ. The difference was statistically significant under that test (t = −2.04, p = 0.041) and under a test with standard errors clustered by engagement (t = −2.64, df = 149, p = 0.009, 150 engagements). Here t is the test statistic and df denotes degrees of freedom, which reflect the information available for estimating uncertainty.
The standardized difference was small (Cohen’s d = −0.15). Cohen’s d expresses the difference between group means in units of their pooled standard deviation, a measure of the spread of observations around the mean. Career experience was correlated with intent to leave at r = −0.09 (n = 746 respondents). The primary C007 analysis treated intent to leave as the outcome and reported p = 0.001 using standard errors clustered by engagement. Regression estimates the relationship between an outcome and an explanatory quantity. The separate derived analysis reversed that direction and reported p = 0.002 for the same correlation. The primary direction is retained here. Neither analysis accounts for the close relationship between experience and role.
2 Undocumented Manual Practice Held by Departing Delivery Team Members
Departing delivery team members were described as holding knowledge of unlogged corrections and personal workarounds that had not been fully documented. These observations identify possible continuity gaps. They do not establish that all manual practice was undocumented.
“The seniors who used to do the correspondent matching by hand have left, and nobody wrote it down. thus if a feed changes format on a Friday there is no one on my shift who knows the old method, we simply hold the alerts till Monday” -Individual Contributor, BPO, Financial crime and client onboarding
“Two people used to fix its date formats by hand every morning and both have left, and nobody wrote down what they were doing.” -Engagement Manager, ITO, Client servicing and communications
Respondents described acquiring knowledge of agents and financial-industry work from colleagues, including colleagues preparing to leave. They also described shared notes that new delivery team members consulted before the official material. These accounts indicate how knowledge was transferred within the delivery team when formal documentation was incomplete.
“So my team make our own note file, every time somebody find how to fix a case we put it there. Now new joiner read that file first, not the official one. That is how we learn here” -Individual Contributor, BPO, Corporate and back-office functions
“I learn trust administration from the person sitting next to me, not from any training. And when she leaves, that knowledge goes also.” -Individual Contributor, BPO, Corporate and back-office functions
“And the training was for the ticket tool, not for procurement, so I learned what a PO status actually means from the guy sitting next to me.” -Individual Contributor, CXM, Corporate and back-office functions
Operational knowledge held only by a departing delivery team member may become unavailable to those who remain. Part 5 examines the manual interventions to which this concern applies. The study did not measure the probability or operational cost of subsequent knowledge loss. The accounts identify a continuity concern without establishing its frequency or quantifying its consequences.
“What would help practically is a written list of the small corrections the analysts used to do on the bureau file before the model saw it, name matching mostly. Two of those people have moved on and it is only in their heads” -Individual Contributor, KPO, Credit, underwriting and suitability
The data governance mark is the lowest I have given anywhere in this form, and it deserves to be. But the bankers we depend on for comparables and deal assumptions are running live mandates alongside this, so when a valuation query sits with them for three days it is not indifference, it is a coverage team that is thin. Their infrastructure side, to be fair to them, provisions our access inside a week, which is faster than I expect from a bank of that size.”
ENGAGEMENT MANAGER · KPO, Corporate and back-office functions


