ADA Toolkitby Stefan
Application project for the Account Development Analyst role, Clinical Research Group (PPD). Personal work, not an official Thermo Fisher page.
Account Development Analyst

Fewer hours on admin, more hours with customers

A working prototype of what I would bring to the Account Development team: a lead triage tool, RFP funnel analytics, a team playbook, and my preparation for the role.

Lead Desk

Every morning: which marketing leads go to an AD today, which get nurtured, and which wait. Leads are scored on four factors, the queue is sorted by score, and each lead gets a next best action and a ready hand-off note.

Demo data: 64 fictional companies, generated for this prototype.
Active leads
0
0 disqualified, hidden by default
Grade A (75+)
0
route to AD within 24h
Grade B (60 to 74)
0
targeted nurture
SLA breaches
0
grade A, not worked in 24h
Scoring weights (drag to test a different model)

Score = weighted average of the four factors, 0 to 100. Emerging biotech with a recent funding round and an active Phase I or II program scores highest on fit, because these sponsors outsource most of their development. An RFI form is the strongest intent signal, a content download the weakest. The score rates the prospect, not the status: a disqualified lead keeps its score but shows "DQ" and leaves the active queue. Full explanation below.

CompanyScoreGradeStage TypeAreaPhaseSourceLast touch

How the score works

Each lead gets four sub-scores from 0 to 100. The sliders above set how much each one counts, and the final score is their weighted average. Here is what each factor means, why it matters for a CRO, and exactly how it is calculated.

Company fit

Question: is this the kind of company that buys CRO services?

Why it matters: small biotechs have no big internal clinical teams, so they outsource most development to a CRO. Large pharma does more in-house and buys through big framework deals. Universities have small budgets.

Company typePoints
Emerging biotech100
Mid-size biopharma90
Large pharma60
Medical device50
Academic / NIH30

80% company type + 20% region (North America and Europe 100, APAC 80, LATAM 70).

Pipeline & funding

Question: do they have a trial coming up, and the money to run it?

Why it matters: CROs are hired per study. A drug moving from Phase I to Phase II needs a new, bigger trial. A fresh funding round (Series A, B, C or IPO) is usually spent on exactly that, often within 6 to 18 months.

Trial phasePoints
Phase II (efficacy, dose)100
Phase III (large confirmation)90
Phase I (first in human)80
Preclinical (lab, animal)50

60% trial phase + 40% funding (raised in the last 12 months 100, no recent round 30).

Intent

Question: how strongly did they signal that they want to buy?

Why it matters: the lead source shows intent. Someone who fills in a request-for-information form is asking for a proposal. Someone who downloads a brochure may only be reading.

Lead sourcePoints
RFI form (asked us for information)100
Referral (recommended by a client)90
Conference (met at our booth)60
Webinar (attended our session)60
AD outbound (we contacted them)40
Content download (white paper, brochure)35
Engagement

Question: are they actively talking to us right now?

Why it matters: a perfect-fit company that went silent two months ago is less urgent than one that replied yesterday. Several people engaging from the same company means a buying team is forming.

PartHow it scores
Recency (50%)Last touch within 7 days 100, 30 days 60, 60 days 30, older 10
Email (30%)Replied 100, clicked 67, opened 33, nothing 0
Contacts (20%)4+ people 100, 3 people 67, 2 people 33, 1 person 0
Grades
  • A 75+: send to an AD within 24 hours
  • B 60 to 74: targeted nurture (case study, webinar recording, follow-up in 3 days)
  • C under 60: stays in marketing nurture, re-scored monthly
  • DQ disqualified: keeps its score, but leaves the active queue
Stages
  • New: created, not yet contacted
  • Working: analyst researching and reaching out
  • MQL: marketing qualified, right profile and real interest
  • SQL: sales qualified, an AD accepted it and owns it
  • RFP: the prospect asked for a proposal
Other terms
  • SLA breach: a grade A lead still New or Working with no contact for over 24 hours
  • DQ reason: why a lead was closed, for example another CRO, in-house team, no budget, duplicate
  • Next best action: the rule-based step for each lead, from its grade, stage and source
  • Hand-off note: the summary an AD gets so they don't have to redo the research
Worked example: an emerging biotech in Europe (fit 100) in Phase II with a Series B last spring (pipeline 100) that filled in an RFI form (intent 100), last contacted 10 days ago with one opened email and one contact (engagement: 60 × 0.5 + 33 × 0.3 + 0 × 0.2 = 40). With default weights: (100 × 30 + 100 × 25 + 100 × 25 + 40 × 20) ÷ 100 = 88, grade A. Route it to an AD today.