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Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

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On this pageWhat is happeningTask breakdownRecent changesFor youWhat it means for youWhat you can doHow we knowWhat these rest on
Occupations›Financial adviser / financial planner

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Financial adviser / financial planner

Helps people decide what to do with their money — insurance, savings, investments, retirement — by finding out their situation, recommending what fits and staying with them as life changes. For small, simple portfolios, banks now sell ready-made managed portfolios online without an adviser meeting; the relationship and the harder cases are where the adviser still sits.

FinanceAssessed 2026-09-25
Tasks automating
1of 6
3 being augmented
Still human-led
1of 6
1 new task
Evidence-backed judgements
1of 6
1 verified record
Test this week · first of 3 directions

Look at your last ten clients and note which ones a ready-made online portfolio would have served, and which it would not.

See all 3 ↓
44/100
Automation impact indexLow confidence

This is not a probability of losing your job. It combines how much of the role's task load is exposed to automation with how far adoption has actually gone — useful for comparing occupations on one consistent basis, and for nothing else.

Where this applies

Written for financial advisers and planners who advise individuals on insurance, savings and investments, including those who represent a licensed firm. It does not cover fund managers who run portfolios for institutions, stockbrokers who mainly execute trades, or bank staff who sell only one product. A bank's own announcement of a managed-portfolio service sold online to beginners shows one route around the adviser for small accounts; it does not measure how many clients use such services instead of an adviser, or how advisers' incomes have changed. Nothing on this page counts advisers.

What is happening

What is actually changing#

The unit of analysis is the task, not the job title. A role is not replaced — its task mix shifts.

AutomatingBeing augmentedStill human-ledNew taskStriped: our inference, not yet backed by a verified record

Each tile is one task. Its size is how much of the job it is; its colour is where the task is heading. Click a tile to see what the judgement does not establish.

Core task
Finding out the client's situation
Being augmented≈ Platform inference
What this does NOT mean

This rests on the tools and one regulator's framework rather than on a record of how advisers now spend this part of their time.

Read this task in full →Make this your first AI experiment at work →
Core task
Recommending what fits
Being augmented≈ Platform inference
What this does NOT mean

This is an inference about how the work is split between software and advisers; the rule it cites governs how advice is given, not whether a person gives it.

Read this task in full →Make this your first AI experiment at work →
Significant task
Building and rebalancing portfolios for smaller investors
Automating✓ Evidence-backed
What this does NOT mean

One bank's announcement shows the route exists and who it is for; it does not show how many small investors take it instead of seeing an adviser, and larger or more complicated portfolios are a different matter.

Read this task in full →Make this your first AI experiment at work →
Significant task
Documenting advice and compliance
Being augmented≈ Platform inference
What this does NOT mean

This rests on what the software can do rather than on a record of how many advisers use it.

Read this task in full →Make this your first AI experiment at work →
Core task
Staying with the client over time
Still human-led≈ Platform inference
What this does NOT mean

This rests on the nature of the work rather than on a record, and younger clients may come to accept more of it from an app.

Read this task in full →
Peripheral task
Checking advice clients bring from software
New task≈ Platform inference
What this does NOT mean

This is an inference about where the work is heading, not a measurement of how often clients bring such advice.

Read this task in full →

Is this your job? Say so and this page narrows to your share of it.

A job title is a bundle of tasks bought together, and no two people hold the same bundle. Nothing is sent anywhere — it stays in this browser.

Finding out the client's situationBeing augmented≈ Platform inferenceRecommending what fitsBeing augmented≈ Platform inferenceBuilding and rebalancing portfolios for smaller investorsAutomating✓ Evidence-backedDocumenting advice and complianceBeing augmented≈ Platform inferenceStaying with the client over timeStill human-led≈ Platform inferenceChecking advice clients bring from softwareNew task≈ Platform inference

Read all 6 tasks in full — direction, reasoning and limits →

Recent changes#

20192020202120222023202420252026today2019-09-02 · DeploymentDBS opened digiPortfolio to Singapore investors: managed portfolios sold online from SGD 1,000 to customers with no prior investment experience, built with its investment strategists
Can move a judgementCannot move one (forecast, capability demo…)
Deployment2019-09-02Verified 2026-09-25
DBS opened digiPortfolio to Singapore investors: managed portfolios sold online from SGD 1,000 to customers with no prior investment experience, built with its investment strategists

The bank's own announcement, dated 2 September 2019, when investors in Singapore could sign up for early access. It describes digiPortfolio as a hybrid human-robo solution combining the bank's Wealth Management investment strategists with robo technology: portfolios of four to seven selected exchange-traded funds at several risk levels, reviewed quarterly, with rebalancing initiated when necessary to stay aligned with the bank's Chief Investment Office views; a minimum of SGD 1,000 or USD 1,000 and a flat annual fee of 0.75% for construction, monitoring and rebalancing; bought online; and open to customers with no prior investment experience. For a financial adviser it shows one route by which a small, simple portfolio is sold without an adviser meeting. It is the bank describing its own product, so it states the service as intended rather than as used; it does not say how many customers bought it, whether they would otherwise have seen an adviser, or anything about advice on insurance or retirement.

An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.

DBS Bank newsroom — DBS introduces first-of-its-kind portfolio solution for beginner investors (2 September 2019) ↗Full impact card →
What it means for you

What this means for you#

If you are starting out

If you are starting out, expect the simplest part of the old job — putting a small investor into a standard portfolio — to be sold online by banks without you. The work that is left is the part software does not do well: understanding a client's whole situation, handling several products and a family's needs at once, and keeping people on course when markets fall. Build those skills and get properly licensed; the easy accounts are not where a career will be.

If you are experienced

Your clients with simple needs have a cheaper option now, and some will take it. The advisers these changes favour are those who serve the harder cases — business owners, families, retirement with several moving parts — and who use the new tools to cut the paperwork so they can spend the time on those clients.

Your options#

Four directions, each with its real constraints and one thing you can test this week. Continuing as you are is a legitimate choice — it just has to be a chosen one.

Stay and strengthen

Stay in advice, and focus on clients with more complex needs

The simplest accounts can now be served by online portfolios, but clients with several products, a business or a family to plan for still need judgement across the whole picture.

Real constraints

Complex clients are fewer and slower to win, and the work demands more knowledge of tax, estate and insurance.

Test this week

Look at your last ten clients and note which ones a ready-made online portfolio would have served, and which it would not.

Reshape the role

Work within a hybrid advice service

Banks and platforms that sell automated portfolios still put people behind them — to watch the portfolios, handle exceptions and talk to clients who want a person.

Real constraints

These roles can pay less per client than traditional advice, and the firm, not the adviser, owns the client relationship.

Test this week

Find one hybrid advice service in your market and read what its human advisers actually do for clients.

Adjacent move

Move toward compliance or oversight of automated advice

Firms that give advice through software have to check that it is suitable and keep records a regulator can inspect — work that needs someone who understands both advice and the rules.

Real constraints

These roles sit in larger firms and move you away from clients.

Test this week

Find out who in your firm reviews the suitability of advice, and what qualifications they hold.

Common questions#

Will AI replace financial advisers?

For the simplest work, partly already: banks sell ready-made managed portfolios online to beginners, with no adviser meeting. Much of the paperwork is also going to software. What stays with advisers is understanding a client's whole situation, handling several products and a family's needs together, and helping people through life changes and falling markets. Singapore's law requires a reasonable basis for any recommendation, but a licensed firm may meet that through software as well as through a person.

How long do I have before this job disappears?

We do not answer that with a number of years, and for this job there is a signal you can check yourself: what share of your clients a ready-made online portfolio could serve. Those are the accounts under the most pressure. Watch for banks and platforms moving from simple portfolios into insurance and retirement planning, which is where most advisers earn their living.

Are robo-advisers allowed to give advice in Singapore?

Yes, through licensed firms. Singapore's law reserves financial advice to licensed firms and their appointed representatives and requires a reasonable basis for recommendations, and a licensed firm may provide advice through an algorithm. The financial regulator has published guidelines on digital advisory services setting conditions for it, including governance of the algorithms.

Do I still need an adviser if I only have a small amount to invest?

For a small, simple portfolio you may not: one Singapore bank sells managed portfolios online from SGD 1,000 to customers with no investment experience, put together with its strategists and rebalanced when necessary. An adviser earns their fee when there is more to decide — insurance, several goals, a business or a family — rather than for picking a standard portfolio.

How we know

What these judgements rest on#

1 of 6 task judgements on this page are backed by a verified event and 5 are platform inference, each labelled where it appears. Behind them sit 2 technology dimensions, a reconstructed trajectory since language models reached the public, and 1 verified events.

See which technologies, how it got here, and the method →

Where it sits in the official classification: skills, knowledge, related jobs →

Other roles in the same function#

A company divides its work into functions before it divides it into jobs. These sit in Finance alongside this one — a fact about org charts, not a judgement that they are similar or that they are changing in the same direction.

Accountant / Bookkeeper · Auditor · Financial analyst · Loan officer / credit officer · Actuary · Tax preparer / tax agent