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Need to increase the coverage of HVF, add more relevant Filters (For eg Satin Pillows, King Size Pillows, Decorative Pillows etc)There are examples where the main HVFs (like Gold Coins, Meesho Mall, Top Rated etc) are missing. Need to improve coverage of such categories as well.A quality check needs to be done for the existing HVFs being shown. (For eg, when searching for Pillow Covers, showing “Pillow Covers” again as a HVF does not make sense.For some cases, no HVFs are being shown.It seems for a Filter label, similar filter values are being shown (Pack of 1 vs Single)The values need to be normalised into one entity and then shownIf there is only one value present as part of Label then no need to show it as a FilterThe ordering of the Filter Labels needs to be updated on the basis of User/Category so that relevant Filter labels are shown at topFor a Category like “Shirts”, the Catalog listed has “Pattern” listed as Solid or Printed, but the Filter label “Pattern” does not have these values. The users are thus not informed of all possible patterns present in the results.
Depending on the Category, this List should be dynamically ordered
Discover more filter labels which are suited to be shown as IFAfter every N Catalog, we can add more such IFs to increase User Engagement and improve relevancy in product search
Low coverage/quality of prominent filters label-value pairs in HVFLack of other relevant Filters (For eg Satin Pillows, King Size Pillows, Decorative Pillows etc)
Category name presence which is redundantLow coverage across PSTs
Usability - HVFs are not stickyAbsence of relevant IFsAfter every N Catalog, we need to add more IFs to improve user engagement / relevancy in product searchManual mapping of attributes to filter definitions leading to - Deduplication of filter values
Not all attributes part of filtersFor a Category like “Shirts”, the Catalog listed has “Pattern” listed as Solid or Printed, but the Filter label “Pattern” does not have these values. Other example is size filter values across feedThe users are thus not informed of all possible patterns present in the results
Incorrect ordering of Filter LabelsThe ordering of the Filter Labels needs to be updated on the basis of User/Category so that relevant Filter labels are shown at topTech bugs / Implementation issues leading to attribute updates not getting persisted in Marvel / Updated properties not overwritten in the app serving layerHygiene issues like - Filter Labels with just one ValueRandom ordering of filter labels - Needs to be setup basis 
Absence of all relevant filter labelsNeck type, Sleeve length etc missing for shirt searches
Attributes present in the backend though -
Static sorting of sort options - 
Lack of unified feed architecture to push feed X user relevant intent channelisation components (i.e IFs /HVFs / FIFs) at a consistent vertical catalog gap index - Blocker to effectively scale IF and FIF / At future introduce other horizontal IC components
S&F Problems
LISTING CURRENT ISSUES WITH FILTER SCENARIOS
1) Low Coverage/Quality of Prominent Filters Label-Value pairs in HVF
2) Deduplication of Filter Values Needs to be Done
3) Filter Labels with just one Value needs to be Removed
4) Update Ordering of Filter Labels
5) Not all attributes of a Product are shown as part of Filters
6) The Ordering of Sort Labels needs to Dynamic
7) Add More IF
Key issues -
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