The Centrality represents how needed/relevant is a Contributor to a Hub, comparing it directly to all other Contributors. In fact, if on one side, multiple Contributors can have a positive Participation Score - on the other, the Centrality parameter measures how high is someone's participation respect to all other top contributors. This both shows the true dedication / workload of a member to bootstrap the Hub, and helps Operators to understand who is making the heavy lift to bring the Hub to the next level, and can reward them accordingly.
To calculate a Contributor's Centrality ( ) within the Hub, we can use this simple formula:
where:
is the Centrality of j’s Participation in each one of their Hubs.
is the absolute centrality of j’s PS in all their local Hubs in the Set
is the Set of all Hubs to which j contributes.
is the highest PS value of any participant in Hub .
Deep-dive: calculating local
As a reminder, the Local Centrality of j’s Participation Score in a Hub is calculated as:
To obtain (the “absolute centrality”), we can calculate all the local cPS of the Participant across their Hubs:
and divide it by the total amount of Hubs of which j is a Participant:
In practical terms, the Betweenness of an individual in the Web3 ecosystem represents how well connected they are, and how "central" an individual is for their connections. It's based on a simple, progressive score, that quantifies this "social score" based on how close everyone is to all the others they are connected to.
It's simply calculated by using this formula:
Where:
is the Betweenness of j, based on the amount of connections they have with their peers, weighed by the Proximity Level of those connections
N is the number of Proximity Levels, in this case, 4:
are the number of connections at each Proximity Level (PL)
are the weights corresponding to each Proximity Level,
with ,
and a weight of:
is the total number of connections across all levels
Deep-dive: Proximity Levels & Markets
PL 1: same Role a Secondary Node is in the same Hub AND in the same Role as the Central Node
PL 2: same Hub a Secondary Node is in the same Hub BUT NOT in the same Role as the Central Node
PL 3: same Market a Secondary Node is in the same Market BUT NEITHER in the same Hub OR in the same Role as the Central Node
PL 4: have an ĀutID a Secondary Node owns an ĀutID BUT NEITHER is in the same Market, in the same Hub OR in the same Role of the Central Node
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Initially, we will be using three (3) main parameters for evaluating an individual’s Peer Value (Global Reputation):
The Centrality ( ) of the contribution of a Participant across their Hubs.
The Betweenness (Interconnection) ( ) of a Participant respect to their peers.
The Variety ( ) in the Contributions delivered by a Participant across all their Hubs.
On a concrete level, they also identify the main "archetypes" of a value-contributor:
The Pillar ( )
The Socialite ( )
The Polymath ( )
From these archetype we can extract a compound parameter, called Peer archetype ( ):
where:
is the Peer archetype of Participant j across all their Hubs in the set .
is the Centrality of j's Participation Score (PS) in all their Hubs.
is the Interconnection (Betweenness) of j with their peers.
is the variety of j’s contributions across their Hubs
The dominant parameter will determine the Archetype of the Contributor j.
The concept of Variety is quite intuitive: it calculates how "diverse" are someone's contributions across all the different Hubs they are part of. This keeps into consideration the Role of the individual in each one of their Hubs, as well as the Market in which each Hub operates, and the different Contributions they commit to complete, and actually submit. In one sentence: someone's Variety score is based on the amount of "unique" contributions (= contributions which do not repeat) they deliver across all their Hubs, divided by the total amount of Contributions submitted (= how many of the Contributions submitted are different from the others).
It's calculated using the formula:
where is the "credible relative variety" of j’s contribution at the local Hub’s level.
Deep-dive: calculating
As a reminder, is calculated by:
Checking the number of unique contribution types (uCT) completed by j in
Calculating the fractional Contribution Types of j in , as:
where:
fCT is the fractional value of j’s Contribution Types in the Hub
uCT is the amount of Unique Contribution Types completed by j in the Hub
is the highest amount of Unique Contribution Types completed by any Participant in the Hub
To properly evaluate we need to consider the credibility of a Hub as well:
This will ensure that the Hubs considered are credible and genuine communities.
is the normalized value of Prestige for a Hub $h$, calculated as:
Once we have , then we can calculate as: