Why answer with dimensions instead of impressions
'I think this district is nice' sounds subjective, is hard for the client to verify, and is difficult to compare against alternatives. Breaking the answer into 17 dimensions lets the client trade off according to their own priorities, and makes it easier for the agent to explain why a district fits.
The 17 dimensions cover commute, amenities, healthcare, school nets, space, environment, quietness, safety, affordability, yield and development potential. Each dimension on the district page is labelled by nature: Measured, Estimated, Estate-level or Planned.
Ask for the client's weights before looking at data
Different clients weight dimensions very differently. Parents may put school nets and safety first; investors may focus on yield and development potential; office workers may care only about commute and quietness.
Approach: ask the client to list their top three must-haves, then use the district pages to filter for matching areas. Even if ten districts qualify, this quickly narrows the list to two or three.
Honest usage of common dimensions
Commute: our estimates are based on common public-transport routes and are a curated measure, not official statistics. Use them for directional filtering and confirm against the client's actual route.
School nets: the underlying data comes from the Education Bureau's POA_SchoolNet dataset and is official; but whether a net is 'good' involves school quality and admission competition, which we do not rank.
Space and quietness: partly from actual measurements and environmental data, partly from model estimates. The district page labels the nature of each dimension; Estimated dimensions must not be passed off as official values.
Yield: calculated from rental and transaction records, but past yield does not predict future performance; investment decisions are for the client to judge.
Turn the 17 dimensions into a client-meeting framework
Step one: ask the client to list three non-negotiable conditions. Step two: check the district pages for areas that meet them and note each district's performance on the relevant dimensions. Step three: list advantages and trade-offs side by side — for example, District A has a better commute but less space, while District B has more space but a weaker school net. Step four: let the client choose the weighting rather than deciding for them.
This framework turns 'I think' into 'the data shows', and leaves the client feeling the decision is theirs.
Red line: estimated dimensions must not be passed off as official
Some of the 17 dimensions are official or measured data; others are model estimates. When presenting to clients, distinguish them: Measured can be introduced as 'according to data'; Estimated should be 'according to our estimation model'; Planned should be 'a planned project with uncertainty'.
Mixing different natures may sound more persuasive in the short run, but it damages trust over time. Our district pages already label the nature of each dimension; agents only need to quote them accurately.