When Excel Almost Cost Me My Internship
A first-hand account of relying too heavily on spreadsheets for financial analysis and what that mistake taught me about choosing the right tools early on.
Read moreSpecialist Series
Interviews
with Specialists
Practitioners who work with financial analysis tools daily — what they actually use, where tools fall short, and what they wish they had known earlier.
Recent Conversations
Each interview focuses on one tool, one analyst, one honest account of what working with financial software is actually like.
I Used the Wrong Software for a Ratio Analysis and Here Is What Happened
An opinion piece on picking financial analysis software without understanding what it is actually built for, based on a real misstep during a student project.
Read more
Overconfidence in Automated Forecasting Tools Taught Me to Read the Assumptions
How trusting a forecasting tool without checking its default assumptions led to a flawed financial projection and a very uncomfortable meeting.
Read more
Learning a Bloomberg Terminal the Hard Way
An honest look at jumping into Bloomberg Terminal without preparation, and what that experience reveals about how beginners should approach professional financial tools.
Read more
Copying a DCF Template Without Understanding It Was a Mistake
Why downloading a ready-made discounted cash flow model and using it without studying the structure led to errors that were embarrassing to explain.
Read moreHow each interview is made
Each conversation follows the same structure so you can compare tools and workflows across different analysts without losing context.
01
Specialist selection
We find analysts actively using specific tools in day-to-day work — not consultants with broad platform opinions.
02
Structured questions
Questions focus on workflow details, real limitations, and what took time to learn — not general impressions.
03
Edited for clarity
Responses are lightly edited for readability while keeping the specialist's original framing and terminology intact.
04
Published as-is
No promotional language, no affiliate arrangements. The specialist reviews the final text before it goes live.
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Try the workshops
Reading about tools is a starting point. The workshops on Suranebot put you inside the software — structured exercises using real datasets, with step-by-step guidance from practitioners.
- No prior experience required*
- Real financial datasets
- Self-paced schedule
- Available from any location
- Skill-focused exercises
What trial includes
Two full workshop modules at no cost
The trial gives you access to the first two modules of any workshop — enough to understand the pace, the tool depth, and whether the format suits how you learn. No payment details needed to start.
What analysts say about using Suranebot workshops alongside their daily work
Practical time estimates from current participants
Most participants complete one module per week alongside a regular job. The exercises are designed around specific tools — Bloomberg Terminal data exports, Python pandas for financial time series, or Excel's built-in scenario analysis — so each session has a clear stopping point.
Participants working on valuation modelling reported spending roughly four to six hours per module when doing the optional extension tasks. Core exercises alone take closer to two hours.
"The Bloomberg module covered things my employer never formally explained. I just picked those habits up wrong from colleagues for two years."
— Participant, corporate finance role, CalgaryAbout this series
The interview series started because course participants kept asking the same question: which tools do working analysts actually rely on, and how long does it take to get genuinely comfortable with them?
Generic software reviews answer the wrong questions. They compare feature lists. These interviews ask something different — what did you get wrong at first, and what do you do now that you could not do twelve months ago?
The goal is not to recommend tools. It is to give you a realistic picture before you invest time in learning one.
Tool focus, not career story
Each interview stays close to the software. We ask about specific functions, workflows, and friction points — not the specialist's general professional background.
Cross-border perspective
Specialists work in different countries and regulatory environments. The same tool behaves differently depending on what data you need and which markets you cover.
Connection to workshop curriculum
Where a tool appears in a Suranebot workshop, we link to the relevant module so readers can move from reading about it to practising with it directly.