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ARM (Adaptive Resource Management)

Move from static, template-based resource forecasting to dynamic, algorithm-driven planning purpose-built for pharmaceutical R&D.
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Accelerator

ARM (Adaptive Resource Management)

Move from static, template-based resource forecasting to dynamic, algorithm-driven planning purpose-built for pharmaceutical R&D.

Static resource forecasts can't keep up with dynamic life sciences portfolio changes

Life sciences portfolios are dynamic and long-cycle. Leaders must continuously adjust key resource planning drivers and assumptions to keep plans realistic and delivery on track.

Why does dynamic resource forecasting still remain out of reach?

Fragmented systems and disconnected data

Fragmented systems and disconnected data

Static, template or spreadsheet-driven forecasting models

Static, template or spreadsheet-driven forecasting models

Time consuming task of building and testing forecasting models

Time consuming task of building and testing forecasting models

Decisions are made on ad hoc, non-repeatable forecasts

Decisions are made on ad hoc, non-repeatable forecasts

Batch planning cycles can't keep up with portfolio changes

Batch planning cycles can't keep up with portfolio changes

ARM is set to solve these challenges.

What is ARM ?

i2e ARM is a custom solution which enables dynamic, parameter-driven scenario modeling. It functions as a critical decision feeder allowing portfolio and resource leaders to test Portfolio/Program/Study/Country/Site level changes and instantly see downstream impacts on resource demands and labor costs, without rebuilding forecasts from scratch.

It enables

  • Definition and adjustment of business rules and algorithms in one environment.
  • Instant visibility into downstream effects of changes in your portfolio or assumptions.
  • Maintenance of data integrity, auditability, and governance while still benefiting from near-Excel-level flexibility.

ARM is not a static tool. It is a controlled, domain‑specific, flexible modeling engine.

What is ARM

How ARM works?

How ARM works

From static forecasting to dynamic ARM-driven planning

AreaBefore ARMAfter ARM
ForecastingManual rebuilds for every changeParameter-driven recalculation
ScenariosDays or weeksMinutes (Variance to Baseline analysis)
GovernanceNo versioning or audit trailVersioned, auditable scenarios
Planning cadencePeriodic batch updatesContinuous replanning

ARM vs Excel or Native PPM Forecasting

ARM
ARM offers controlled, governed flexibility; you can change rules, data, and algorithms, but with structure, versioning, and audit trails.
Pharma-specific activity frameworks, Relevant R&D role structures.
Instant modification of rules, algorithms, activity mappings, not just at the scenario level but at the baseline level.
Changes recalculate demand, timelines, and impacts instantly, without rebuilding models.
Excel or Native PPM Forecasting
Offers uncontrolled flexibility.
No, or less pharma built-in domain.
Less scope for instant modification.
Needs building models from scratch for each scenario.
See how ARM enables dynamic resource forecasting
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