Ecommerce & Retail · Growth problem
Growth team capability gaps
Not every growth constraint is commercial or strategic — a meaningful number are capability constraints, where the right decisions are known in principle but aren't being made quickly enough, owned clearly enough, or executed with enough capacity to matter. This is often the hardest kind of constraint for a business to see from the inside, because it doesn't show up cleanly in any single performance metric.
Symptoms
What this usually looks like
- Good ideas and analyses exist but rarely translate into shipped changes within a reasonable timeframe
- Decisions about budget allocation or channel strategy take weeks longer than they should
- No one owns the overall commercial/growth view; it's split across several people or functions
- The team is highly reactive — responding to platform changes and daily reporting rather than running a planned test agenda
- Analytics exists but isn't actively used to inform weekly or monthly decisions
Diagnostic questions
What we would test first
- Trace 3–5 recent initiatives from insight to shipped change and measure the time and number of approval steps involved
- Map current ownership of paid, SEO, CRM and overall commercial strategy against actual job titles and remits
- Review the split of planned versus reactive work over the last quarter
- Audit current experimentation activity to distinguish genuine controlled tests from ad hoc changes
- Assess development/design capacity actually available to growth initiatives versus what's nominally allocated
- Identify recurring, high-effort manual tasks (reporting, analysis, content) that could plausibly be automated or AI-assisted
Root causes
Why it happens
- 01
Missing strategic ownership layer
Many growth teams have capable channel specialists — paid media, SEO, CRM — but no one whose specific role is to hold the cross-channel commercial view and make trade-off decisions between them, leaving each specialist optimising locally without a coordinating layer above them.
- 02
Decision latency built into the operating rhythm
If budget or strategy decisions require sign-off through several layers, or only get discussed at infrequent leadership meetings, the gap between identifying an opportunity and acting on it can be long enough that the opportunity itself has moved on.
- 03
In-house vs agency split without a clear division of responsibility
Where in-house team members and external agencies both touch the same channels without a clearly defined split of strategic versus execution responsibility, work can be duplicated in some areas and left unowned in others.
- 04
Execution bottlenecks in development, design or content resource
A well-prioritised test and improvement agenda can still stall if the development, design, or content capacity needed to actually implement changes is shared across too many competing priorities, or sits outside the growth team's control entirely.
- 05
Analytics ownership without decision authority
Someone may own the analytics and reporting function without having the authority or remit to act on what it shows, meaning insight generation and decision-making are structurally separated.
- 06
Limited experimentation capacity
A team without dedicated time, tooling, or process for running structured tests will tend to default to opinion-led decisions, since there's no practical mechanism for generating the evidence a more structured approach would need.
- 07
Unexplored AI and automation opportunities in existing workflows
Repetitive analysis, reporting, and content production tasks that consume a disproportionate share of the team's time can often be partially automated, freeing capacity for the strategic and experimentation work that's currently being squeezed out.
Evidence
The numbers we would look at
These are the metrics that make the constraint visible, and the cuts that stop them being reassuring by accident.
| Metric | What it tells you | How we read it |
|---|---|---|
| Time from insight/analysis to shipped change | A direct measure of decision and execution latency, which is often the real constraint rather than the quality of analysis itself.Track for a sample of recent initiatives, not just anecdotally. | Track for a sample of recent initiatives, not just anecdotally. |
| Ratio of planned/proactive work to reactive work | Indicates whether the team is running a deliberate agenda or simply responding to whatever surfaces day to day.A rough weekly or monthly split, reviewed over a full quarter. | A rough weekly or monthly split, reviewed over a full quarter. |
| Number of active, running tests/experiments at any time | A proxy for whether the team has genuine experimentation capacity, as distinct from having good ideas.Distinguish genuinely controlled tests from ad hoc changes labelled as tests. | Distinguish genuinely controlled tests from ad hoc changes labelled as tests. |
| Decision turnaround time on budget/strategy questions | Highlights whether the operating rhythm itself is a bottleneck.Time from a decision being raised to a decision being made and actioned. | Time from a decision being raised to a decision being made and actioned. |
| Development/design capacity allocated to growth initiatives | Quantifies whether execution bottlenecks sit in a shared resource pool outside the growth team's control.Track allocated vs actually delivered capacity, which often differ. | Track allocated vs actually delivered capacity, which often differ. |
Measurement traps
What can mislead you
- Looks fineWe have smart people and good ideas, so capability isn't the issue
- Individual talent and good ideas can coexist with a structural capability gap if there's no clear ownership of cross-channel trade-offs, no fast decision-making rhythm, or no execution capacity to turn ideas into shipped changes.
- Looks fineWe've hired more people into the growth team, so capacity has increased
- Headcount growth without a corresponding change to decision rights, prioritisation process, or execution capacity elsewhere (development, design) can leave the same bottlenecks in place, just with more people waiting on them.
- Looks fineOur reporting is comprehensive, so we have good visibility
- Comprehensive reporting that isn't structurally connected to a decision-making process or owner with authority to act on it doesn't actually improve decision quality — it just produces more data that goes unused.
Outcome
What better looks like
Not a promised number. A clearer basis for the next investment decision.
- A single role or small group holds clear ownership of the cross-channel commercial view and trade-off decisions
- The gap between identifying an opportunity and shipping a change against it is understood and actively managed
- Experimentation has dedicated capacity and a genuine test agenda, rather than being squeezed in around reactive work
- Analytics ownership and decision authority sit close enough together that insight reliably leads to action
- Repetitive, low-value manual work has been reduced through automation, freeing capacity for higher-value strategic work
Where a Growth Diagnostic would start
A three to four week senior review across demand, discovery, acquisition, conversion, retention, measurement and capability — sequenced so this problem is either confirmed as the constraint or ruled out early. Read alongside the ecommerce & retail model page for how we frame the wider system.
Related problems
Ecommerce & Retail
Agency underperformance
Results aren't matching the effort or spend, but it isn't clear whether that's an agency problem or a structural one.
Ecommerce & Retail
Ecommerce growth has stalled
Revenue has flattened, or is growing without a corresponding rise in profit. A look at where the real constraint sits.
B2B & Lead Generation
The sales and marketing handoff is broken
Leads are generated and leads are worked, but a lot goes missing or gets misqualified in between.
Questions about this problem
- Is this about restructuring our team, or something else?
- It's a diagnostic first — restructuring may or may not be the right response. Often the fix is a clearer decision-making process, a defined ownership role, or freed-up execution capacity, rather than headcount change.
- Do we need to involve HR or is this purely commercial?
- This is a commercial and operational review, focused on decision-making, ownership and execution capacity in relation to growth outcomes, not a personnel or HR-led process.
- How do you assess this without just taking the team's word for how things work?
- By tracing actual recent initiatives through the real decision and execution steps they went through, rather than relying on a description of how the process is supposed to work — the gap between the two is often where the finding lies.