This white paper argues that free access to exchange-related information on the internet constitutes a public good, similar to other goods like national defense or public television. It asserts that one person's access to search results is non-rivalrous and non-excludable. However, some governments like China see controlling information as beneficial and have restricted search access. The paper calls for a state of "exchange neutrality" where all can exchange freely and fairly with open access to relevant market data.
Gave a talk at StartCon about the future of Growth. I touch on viral marketing / referral marketing, fake news and social media, and marketplaces. Finally, the slides go through future technology platforms and how things might evolve there.
Each technological age has been marked by a shift in how the industrial platform enables companies to rethink their business processes and create wealth. In the talk I argue that we are limiting our view of what this next industrial/digital age can offer because of how we read, measure and through that perceive the world (how we cherry pick data). Companies are locked in metrics and quantitative measures, data that can fit into a spreadsheet. And by that they see the digital transformation merely as an efficiency tool to the fossil fuel age. But we need to stretch further…
The Six Highest Performing B2B Blog Post FormatsBarry Feldman
If your B2B blogging goals include earning social media shares and backlinks to boost your search rankings, this infographic lists the size best approaches.
32 Ways a Digital Marketing Consultant Can Help Grow Your BusinessBarry Feldman
How can a digital marketing consultant help your business? In this resource we'll count the ways. 24 additional marketing resources are bundled for free.
Gave a talk at StartCon about the future of Growth. I touch on viral marketing / referral marketing, fake news and social media, and marketplaces. Finally, the slides go through future technology platforms and how things might evolve there.
Each technological age has been marked by a shift in how the industrial platform enables companies to rethink their business processes and create wealth. In the talk I argue that we are limiting our view of what this next industrial/digital age can offer because of how we read, measure and through that perceive the world (how we cherry pick data). Companies are locked in metrics and quantitative measures, data that can fit into a spreadsheet. And by that they see the digital transformation merely as an efficiency tool to the fossil fuel age. But we need to stretch further…
The Six Highest Performing B2B Blog Post FormatsBarry Feldman
If your B2B blogging goals include earning social media shares and backlinks to boost your search rankings, this infographic lists the size best approaches.
32 Ways a Digital Marketing Consultant Can Help Grow Your BusinessBarry Feldman
How can a digital marketing consultant help your business? In this resource we'll count the ways. 24 additional marketing resources are bundled for free.
In the first week of class, we, the students, were assigned to teams of 4-5 classmates in each group. Our team was instructed to find a recent (year 2015) newspaper story and analyze it using the tools and concepts from this course.
My team and I had chosen to research, analyze and deduce projections upon a then-recent partnership referred to as: internet.org. This partnership - comprised of Facebook (founder), Samsung, Ericcson, Nokia, Opera, Qualcomm and MediaTek - had been pursuing a project in which the poorest individuals of the world would have access to what the consortium of corporate giants referred to as a human right: access to reliable internet.
Influence of digitalization on community citizenship: A conceptual introspectionDEBOJYOTI DE
I have tried to make this write-up in simple terms that will give a wonderful picture how Digitalization has evolved over decades and how technological disruption and diffusion have made industries evolve. Further, the article is backed up with examples that would be understood by practitioners and academia. Any criticism and value addition will be welcomed. For any detail discussion, please feel free to drop me a message.
Delivering value through data future agenda 2019Future Agenda
Delivering value through data - final report. Throughout 2018, Future Agenda canvassed the views of a wide range of 900 experts with different backgrounds and perspectives from around the world, to provide their insights on the future value of data. Supported by Facebook and many other organisations, we held 30 workshops across 24 countries in Africa, Asia, the Americas, and Europe. In them, we reviewed the data landscape across the globe, as it is now, and how experts think it will evolve over the next five to ten years.
The aim? To gain a better understanding of how perspectives and priorities differ across the world, and to use the diverse voices and viewpoints to help governments, organisations, and individuals to better understand what they need to do to realise data’s full potential.
We are not aware of any other exercise of this scale or scope. No other project we know of has carefully and methodically canvassed the views of such a wide range of experts from such a diverse range of backgrounds and geographical locations. The result, we hope, delivers a more comprehensive picture of the sheer variety of issues and views thrown up by a fast-evolving ‘data economy’ than can be found elsewhere. And, by providing this rich set of perspectives, we aim to help businesses and governments - to develop the policies, strategies, and innovations that realise the full potential of data (personal, social, economic, commercial), while addressing potential harms, both locally and globally.
For more details see the dedicated website www.deliveringvaluethroughdata.org
Cooperation issues in developing the BOP marketAnand Sheombar
The basic argument of this paper is that successful contribution of ICT to development goals is partly dependent on the nature of the cooperation between partners. Thus if there is a need to assess the contribution of ICT, then one needs to look further than just the basic quantitative measures and include cooperation issues as criteria for success.
Fighting Phantom Firms in the UK: From Opening Up Datasets to Reshaping Data ...Jonathan Gray
"Fighting Phantom Firms in the UK: From Opening Up Datasets to Reshaping Data Infrastructures?". Working paper presented at the Open Data Research Symposium at the 3rd International Open Government Data Conference in Ottawa, on May 27th 2015. The paper draws on research undertaken as part of the EU H2020 funded ROUTE-TO-PA project.
India’s Democracy is often referred as a ‘Miracle Democracy’ by the western press. No country has more heroically pursued the promise of democracy. Against the odds of staggering poverty, conflicting religious passions, linguistic pluralism, regional separatism, caste injustice and natural resource scarcity, corruption and social unrest. Indians have lifted themselves largely by their own sandal straps to become a stalwart democracy and emerging global power.
Inspite of all the achievements in the last 60 years, we the people in India grumble, criticize and blame the Government, the political & bureaucratic class, justice system, police and the sorts. This only indicates that, there is more to do and more refinements to bring in our democratic system. As a large democratic country, we do have problems. Most of our problems can be addressed by collaborative efforts between people to people, people to government, and people to corporate programs. The New Age interactive media; which is an amalgamation of web 2.0, social media, IPTV, Interactive Billboards, Mobile VAS, OOi Paper and Digital Signage has the potential to provide the necessary framework for interactions and make the collaboration productive, transparent and effective.
The lecture focuses on some of the initial thoughts, concepts of participatory democracy and how most of the current problems can be easily resolved with frameworks based on Interactive Media.
In the first week of class, we, the students, were assigned to teams of 4-5 classmates in each group. Our team was instructed to find a recent (year 2015) newspaper story and analyze it using the tools and concepts from this course.
My team and I had chosen to research, analyze and deduce projections upon a then-recent partnership referred to as: internet.org. This partnership - comprised of Facebook (founder), Samsung, Ericcson, Nokia, Opera, Qualcomm and MediaTek - had been pursuing a project in which the poorest individuals of the world would have access to what the consortium of corporate giants referred to as a human right: access to reliable internet.
Influence of digitalization on community citizenship: A conceptual introspectionDEBOJYOTI DE
I have tried to make this write-up in simple terms that will give a wonderful picture how Digitalization has evolved over decades and how technological disruption and diffusion have made industries evolve. Further, the article is backed up with examples that would be understood by practitioners and academia. Any criticism and value addition will be welcomed. For any detail discussion, please feel free to drop me a message.
Delivering value through data future agenda 2019Future Agenda
Delivering value through data - final report. Throughout 2018, Future Agenda canvassed the views of a wide range of 900 experts with different backgrounds and perspectives from around the world, to provide their insights on the future value of data. Supported by Facebook and many other organisations, we held 30 workshops across 24 countries in Africa, Asia, the Americas, and Europe. In them, we reviewed the data landscape across the globe, as it is now, and how experts think it will evolve over the next five to ten years.
The aim? To gain a better understanding of how perspectives and priorities differ across the world, and to use the diverse voices and viewpoints to help governments, organisations, and individuals to better understand what they need to do to realise data’s full potential.
We are not aware of any other exercise of this scale or scope. No other project we know of has carefully and methodically canvassed the views of such a wide range of experts from such a diverse range of backgrounds and geographical locations. The result, we hope, delivers a more comprehensive picture of the sheer variety of issues and views thrown up by a fast-evolving ‘data economy’ than can be found elsewhere. And, by providing this rich set of perspectives, we aim to help businesses and governments - to develop the policies, strategies, and innovations that realise the full potential of data (personal, social, economic, commercial), while addressing potential harms, both locally and globally.
For more details see the dedicated website www.deliveringvaluethroughdata.org
Cooperation issues in developing the BOP marketAnand Sheombar
The basic argument of this paper is that successful contribution of ICT to development goals is partly dependent on the nature of the cooperation between partners. Thus if there is a need to assess the contribution of ICT, then one needs to look further than just the basic quantitative measures and include cooperation issues as criteria for success.
Fighting Phantom Firms in the UK: From Opening Up Datasets to Reshaping Data ...Jonathan Gray
"Fighting Phantom Firms in the UK: From Opening Up Datasets to Reshaping Data Infrastructures?". Working paper presented at the Open Data Research Symposium at the 3rd International Open Government Data Conference in Ottawa, on May 27th 2015. The paper draws on research undertaken as part of the EU H2020 funded ROUTE-TO-PA project.
India’s Democracy is often referred as a ‘Miracle Democracy’ by the western press. No country has more heroically pursued the promise of democracy. Against the odds of staggering poverty, conflicting religious passions, linguistic pluralism, regional separatism, caste injustice and natural resource scarcity, corruption and social unrest. Indians have lifted themselves largely by their own sandal straps to become a stalwart democracy and emerging global power.
Inspite of all the achievements in the last 60 years, we the people in India grumble, criticize and blame the Government, the political & bureaucratic class, justice system, police and the sorts. This only indicates that, there is more to do and more refinements to bring in our democratic system. As a large democratic country, we do have problems. Most of our problems can be addressed by collaborative efforts between people to people, people to government, and people to corporate programs. The New Age interactive media; which is an amalgamation of web 2.0, social media, IPTV, Interactive Billboards, Mobile VAS, OOi Paper and Digital Signage has the potential to provide the necessary framework for interactions and make the collaboration productive, transparent and effective.
The lecture focuses on some of the initial thoughts, concepts of participatory democracy and how most of the current problems can be easily resolved with frameworks based on Interactive Media.
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Generating a custom Ruby SDK for your web service or Rails API using Smithyg2nightmarescribd
Have you ever wanted a Ruby client API to communicate with your web service? Smithy is a protocol-agnostic language for defining services and SDKs. Smithy Ruby is an implementation of Smithy that generates a Ruby SDK using a Smithy model. In this talk, we will explore Smithy and Smithy Ruby to learn how to generate custom feature-rich SDKs that can communicate with any web service, such as a Rails JSON API.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Elevating Tactical DDD Patterns Through Object CalisthenicsDorra BARTAGUIZ
After immersing yourself in the blue book and its red counterpart, attending DDD-focused conferences, and applying tactical patterns, you're left with a crucial question: How do I ensure my design is effective? Tactical patterns within Domain-Driven Design (DDD) serve as guiding principles for creating clear and manageable domain models. However, achieving success with these patterns requires additional guidance. Interestingly, we've observed that a set of constraints initially designed for training purposes remarkably aligns with effective pattern implementation, offering a more ‘mechanical’ approach. Let's explore together how Object Calisthenics can elevate the design of your tactical DDD patterns, offering concrete help for those venturing into DDD for the first time!
Elevating Tactical DDD Patterns Through Object Calisthenics
A Call for Exchange Neutrality
1.
White
Paper:
A
Call
For
Exchange
Neutrality
Greg
Kidd,
Founder
and
CEO
Karen
Gifford,
President
July
19,
2010
1
2. A
Call
For
Exchange
Neutrality
Imagine
a
world
where
access
to
data
used
by
seekers
and
providers
of
goods,
services
and
information
is
inherently
biased.
Would
you
enter
into
an
exchange
where
you
know
that
there
is
censorship
and
unequal
access
to
price,
rating,
and
supply
and
demand
indices?
Without
the
free
flow
of
factual
information
on
which
decisions
are
based,
a
state
of
exchange
bias
rather
than
exchange
neutrality
constitutes
the
state
of
affairs.
In
this
white
paper,
we
argue
that
the
free
flow
of
information
relevant
to
exchanges
constitutes
a
“public
good,”
as
defined
by
economists.
We
then
discuss
what
we
believe
is
the
coming
breakthrough
in
the
availability
of
exchange-‐related
information
through
the
vehicle
of
online
search.
Finally,
we
call
for
exchange
neutrality,
a
state
where
all
participants
can
exchange
goods,
services
and
information
freely
and
fairly,
and
argue
that
free
access
to
exchange-‐related
information
is
a
key
component
of
exchange
neutrality.
1.
Is
Access
to
Information
a
“Public
Good”?
Milton
Friedman
provided
us
with
the
definition
of
a
public
good1
as
being:
• non-‐rivalrous:
i.e.
the
use
of
the
good
by
one
individual
does
not
limit
the
amount
of
the
good
available
for
consumption
by
others
• non-‐excludable:
i.e.
no
one
can
be
prevented
from
using
the
good
once
the
good
exists.
He
gave
the
example
of
a
lighthouse
as
the
model
example
of
a
public
good.
One
party’s
use
of
the
beacon
did
not
preclude
another’s
use,
and
no
one
could
be
excluded
from
such
usage.
Everyone
in
the
public
was
presumably
better
off
from
the
free
and
fair
access
to
the
real
time
beacon
provided
by
a
functioning
lighthouse.
Other
traditional
examples
of
public
goods
include
national
defense,
free-‐to-‐air
television,
and
air
itself.
Is
it
right
to
think
of
the
public’s
ability
to
retrieve
factual,
exchange-‐related
information
in
the
public
domain
as
a
worthy
candidate
to
include
in
the
above
list?
The
ability
to
search
for
information
would
seem
to
fall
directly
into
Friedman’s
definition.
Currently
available
high-‐quality
on-‐line
search
engines
provide
a
case
in
point.
By
scraping
content
all
over
the
web
and
integrating
GPS
information
from
public
network
of
heavens-‐based
satellites,
Google
has
assembled
a
private
offering
that
(given
its
1
See
Dotan
Oliar,
“Making
Sense
of
the
Intellectual
Property
Clause:
Promotion
of
Progress
as
a
Limitation
on
Congress’s
Intellectual
Property
Power,”
94
Georgetown
L.J.
1771
(2006).
3. A
Call
For
Exchange
Neutrality
ad-‐supported
business
model
permitting
it
to
offer
its
search
tool
for
free)
quite
nearly
approximates
a
public
good
to
its
users.
One
user’s
searching
is
non-‐rivalrous
with
the
searching
of
another
(except
in
circumstances
of
very
limited
bandwidth
that
net
neutrality
detractors
would
have
a
say
about).
And
each
search
is
non-‐excludable,
as
long
as
a
seeker
can
reach
Google’s
cloud,
which
has
already
pre-‐
collected
and
pre-‐processed
the
data
of
interest
and
is
just
waiting
to
be
accessed
by
any
and
all
via
search.
A
recent
incident
involving
on-‐line
search
suggests
that
“equal
access”
to
information
in
the
form
of
search
results
should
not
be
taken
for
granted,
however.
The
government
of
China,
far
from
seeing
free
and
equal
access
to
search
as
a
public
good,
sees
it
as
a
public
harm,
and
has
mandated
the
disallowance
of
open
search
results
through
such
services
as
Google
on
those
grounds.
For
the
time
being,
the
Chinese
authorities
dictate
that
controlling
what
is
known
by
its
population
represents
a
greater
public
good
than
free
and
equal
access
to
what
could
be
known.
It
has
been
the
modus
operandi
of
every
totalitarian
government
to
control
access
to
information
as
a
means
of
maintaining
control
over
their
population.
Outside
of
a
few
authoritarian
government
officials,
however,
most
of
us
see
the
great
benefit
of
open
access
to
information
through
online
search.
2. Big
Facts
vs.
Little
Facts
Most
of
us
would
agree
that
unrestricted
and
timely
access
to
“big
facts”
like
news
about
protests
in
Iran
or
earthquakes
in
Haiti
holds
great
value
for
society.
But
what
about
“little
facts”
in
the
exchange
space
for
goods,
services
and
information
generally?
In
addition
to
the
big
facts
–
what
might
be
called
“news”
–
finding
its
way
onto
the
Internet,
little
facts
have
made
a
parallel
migration
into
the
online
world.
These
little
facts
are
contained
in
what
we
call
postings,
transaction-‐specific
information
about
items
offered
for
sale.
A
posting
might
describe
a
watch
for
sale
on
eBay,
and
include
a
description
of
the
watch,
the
price
to
purchase
it
now
and
other
information
important
to
a
buyer,
such
as
when
and
where
the
item
will
ship.
The
online
presence
of
postings
for
everything
from
buying
a
toaster
to
finding
one’s
love
mate
has
meant
that
the
full
breadth
and
diversity
of
human
exchange
has
moved
online
and
into
the
public
domain.
While
the
public
rapidly
reacts
when
it
encounters
attempts
to
limit
access
to
big
facts,
encroachments
on
access
to
the
smaller,
exchange-‐specific
facts
does
not
lead
to
the
same
kind
of
2
4. A
Call
For
Exchange
Neutrality
outcry.
The
average
person
is
most
likely
unaware
of
such
encroachments,
or
may
see
such
events
as
nothing
more
than
private
disputes
between
individuals,
rather
than
incursions
on
the
public
sphere
of
discussion
and
information
exchange.
This
perception
is
sadly
misplaced,
however.
Far
from
a
private
affair,
the
quality
of
access
to
exchange-‐related
facts
deeply
affects
society
as
a
whole,
and
the
standard
of
living
we
all
can
expect
to
enjoy.
Good
access
to
market-‐related
information
–
all
of
those
“little
facts”
put
together
–
is
the
foundation
of
a
well-‐functioning
marketplace.
Economists
who
wax
eloquent
about
the
power
of
free
markets
to
support
innovation
and
supply
consumers
with
excellent
products
at
a
reasonable
price
base
their
views
on
the
fundamental
assumption
that
market
participants
have
equal
access
to
information.
If
private
parties
can
control
or
distort
access
to
market-‐related
information,
then
all
bets
about
the
benefits
of
markets
are
off.
The
SEC’s
investigation
of
the
May
6,
2010
“flash
crash”
provides
a
case
in
point
–
both
for
the
damage
that
unequal
access
to
market
information
can
do,
and
for
the
lack
of
public
outcry
related
to
it.
The
investigation
found
that
a
group
of
hedge
funds
that
purchase
the
stream
of
market
information
from
exchanges
on
a
differential
timing
basis
suddenly
withdrew
from
the
market,
causing
a
collapse
in
liquidity
and
wild
price
gyrations
in
the
marketplace.2
Those
same
firms,
when
the
market
is
functioning
normally,
make
money
by
trading
on
price,
supply
and
demand
level
information
ahead
of
other
market
actors.
While
the
time
gaps
are
small,
the
asymmetry
is
sufficient
to
enable
“latency
arbitrage”
–
the
firms
pay
to
get
information
a
fraction
of
a
second
before
the
public,
and
leverage
that
to
enormous
profits,
estimated
to
be
in
the
range
of
$3
billion
per
year.3
This
practice
clearly
limits
the
public’s
access
to
–
and
the
average
person’s
ability
to
benefit
from
–
market
information.
It
is
far
more
difficult
to
realize
a
decent
return
on
your
401(k)
if
someone
is
paying
for
access
to
stock
information
several
milliseconds
ahead
of
you
or
your
mutual
fund
manager.
But,
perhaps
because
latency
arbitrage
is
so
technical,
the
general
reaction
to
it
outside
of
the
industry
press
has
been
muted.4
Meanwhile,
the
2
See
Scott
Patterson,
“Fast
Traders’
New
Edge,
Investment
Firms
Grab
Stock
Data
First,
and
Use
It
Seconds
Before
Others,”
Wall
Street
Journal,
June
4,
2010.
3
See,
for
example,
“Rigged
Market:
How
Latency
Arbitrage
Picks
$3
Billion
From
Your
Pockets”
DailyFinance,
June
5,
2010:
http://www.dailyfinance.com/story/investing/rigged-‐market-‐latency-‐arbitrage-‐3-‐
billion/19503388/?icid=sphere_copyright
4
Most
criticism
of
latency
arbitrage
has
come
from
within
the
financial
industry.
See,
for
example,
“Measuring
Arbitrage
in
Milliseconds”
Market
Beat,
Wall
Street
Journal,
March
9,
2009
(comparing
latency
arbitrage
to
earlier
“market
timing”
scandal),
http://blogs.wsj.com/marketbeat/2009/03/09/measuring-‐arbitrage-‐in-‐milliseconds/;
“Latency
Arbitrage,”
Themis
Trading
White
Paper,
December
4,
2009
(stating
that
latency
arbitrage
“raises
serious
3
5. A
Call
For
Exchange
Neutrality
hedge
funds
have
found
that
private
stock
exchanges
are
willing
to
sell
them
a
stream
of
information
that
gives
them
an
insider’s
edge
and
is
(not
yet)
prohibited.
And
under
a
“rules
of
the
game”
reasoning,
anything
that
is
not
strictly
illegal
is
deemed
acceptably
legal.
Public
reaction
(or
lack
of
reaction)
to
the
hedge
funds’
use
of
latency
arbitrage
points
to
a
more
general
problem:
changes
are
happening
in
the
world
of
search
that
have
or
soon
will
make
facts
of
all
kinds
easier
to
access
on
a
real-‐time
basis.
These
changes
have
particularly
significant
implications
in
the
realm
of
exchange;
yet
the
general
public
appears
not
yet
to
have
recognized
the
potential
benefits
of
these
changes.
Failure
to
claim
the
benefits
of
these
advances
for
the
good
of
all
leaves
them
open
to
encroachments
of
the
few.
3.
Advances
in
On-‐Line
Search
–
Who
Will
Benefit?
A
number
of
advances
in
technology
and
thinking
about
data
availability
have
set
the
stage
for
a
“leap
forward”
in
access
to
information
relevant
to
exchanges
of
all
kinds.5
Google
and
Wikipedia
represent
the
current
state
of
search
–
they
reflect
a
relatively
recent
set
of
advances
in
technology
and
thinking
that
vastly
extended
public
access
to
information.
Both
collect
and
assemble
a
view
of
semi-‐
static
facts
and
opinions
about
those
facts.
Their
focus
is
on
providing
a
snapshot
of
the
“state
of
the
world”
at
a
given
point
in
time,
which
is
truly
a
valuable
and
needed
service
to
society.
When
it
comes
to
providing
updates
on
the
change
in
status
of
facts,
however,
it
is
Twitter
and
the
Twitter
ecosystem
that
is
increasingly
providing
a
view
of
the
“change
in
the
state
of
the
world”
for
both
big
and
little
news.
Breaking
big
news
might
be
rumors
about
Michael
Jackson’s
death,
whereas
breaking
little
news
might
be
the
offer
of
a
used
iPhone
for
sale
in
Kankakee,
Illinois.
Both
the
big
and
little
news
are
public
facts
once
they
appear
on
the
internet,
the
former
of
which
will
eventually
make
its
way
into
Google
and
Wikipedia,
though
likely
not
as
fast
as
it
first
appears
in
Twitter.
But
what
about
the
little
news
about
new
items
or
services
for
sale,
or
ratings
of
those
goods
and
services
or
the
parties
engaging
in
those
exchanges?
Those
little
facts
are
unlikely
to
ever
merit
highly
ranked
inclusion
in
Google’s
authoritative
assessments
of
page
rank
or
Wikipedia’s
compendium
of
knowledge,
and
as
such
questions
about
the
fairness
and
equal
access
of
US
equity
markets.”)
http://www.themistrading.com/article_files/0000/0519/THEMIS_TRADING_White_Paper_-‐-‐_Latency_Arbitrage_-‐-‐
_December_4__2009.pdf
5
Greg
Kidd
discuss
the
evolution
of
search
in
more
detail
in
his
paper
“A
Brief
History
of
Search,”
available
at
http://wp.3taps.com/wp-‐content/uploads/2010/04/A-‐Brief-‐History-‐of-‐Search.pdf
4
6. A
Call
For
Exchange
Neutrality
will
not
be
searchable
using
their
methods.
For
the
proverbial
rhetorical
question
of
whether
if
there
is
no
one
to
hear
a
tree
falling
in
the
wilderness
of
the
things
searchable
by
Google
or
Wikipedia,
there
is
only
the
silence
of
obscurity.
Small
facts,
or
postings,
can
be
searched
within
the
websites
where
they
are
posted
–
but
that
implies
an
intermediate
step
of
a
user
finding
those
sites
in
the
first
place.
The
type
of
ubiquitous
searching
for
knowledge
across
all
sources
and
geographies
that
one
takes
for
granted
with
Google
and
Wikipedia
searches
simply
has
not
existed
in
the
exchange
space,
where
content
is
typically
searchable
only
within
local
databases.
What
has
existed
is
exchange
portals
where
there
is
a
critical
mass
of
particular
kinds
of
seekers
and
providers:
eBay
or
Amazon
for
goods,
Craigslist
and
other
online
classified
sites
for
local
goods
and
services,
Match.com
for
personals,
Monster.com
for
jobs,
and
Zillow
for
real
estate.
While
large
and
even
dominant
in
their
particular
domain
spaces,
each
of
these
services
is
focused
on
searching
for
postings
listed
within
their
sites
rather
than
across
the
web
(and
one
another).
Unlike
a
horizontal
search
engine
of
Google,
knowledge
base
of
Wikipedia,
or
status
update
registrar
of
Twitter,
these
sites
are
vertical
silos
of
their
own
resident
data.
The
promise
of
the
Semantic
Web
is
that
the
location
of
a
particular
piece
of
data
on
a
particular
website
–
including
a
small
fact
such
as
an
exchange
posting
–
should
not
affect
a
user’s
ability
to
find
that
data
across
the
entire
expanse
of
the
Internet.
The
scope
of
what
Google
has
done
for
web
pages,
and
that
Wikipedia
has
done
for
knowledge
in
general,
could
therefore
conceivably
be
extended
to
all
posted
information
underlying
exchange
activity.
As
a
practical
matter,
this
means
that
soon,
users
could
use
online
search
engines
to
discover
comprehensive
lists
of
postings
of
items
offered
for
exchange.
The
question
then
becomes,
who
will
reap
the
benefit
of
these
developments?
4.
A
Call
for
Exchange
Neutrality
Society
at
large,
not
just
a
few,
should
benefit
from
the
coming
breakthroughs
in
availability
of
exchange-‐related
information.
This
will
not
happen,
however,
unless
the
public
demands
it
–
otherwise,
there
are
simply
too
many
interests
that
will
happily
take
private
control
of
this
public
good.
For
this
reason,
we
call
for
the
public
to
claim
its
rights
by
supporting
exchange
neutrality,
a
state
where
all
participants
can
exchange
goods,
services
and
information
freely
and
fairly.
5
7. A
Call
For
Exchange
Neutrality
What
would
exchange
neutrality
look
like
in
practice?
Take
the
example
of
seekers
and
providers
of
tickets
to
the
Burning
Man
event
held
each
year
in
the
California
desert.
There
are
a
limited
number
of
tickets
sold
at
escalating
prices
as
the
event
draws
near.
At
a
point
in
time,
the
original
tickets
sell
out,
so
the
only
way
to
garner
admission
after
that
is
via
a
secondary
market
for
already
pre-‐
purchased
tickets
to
the
event.
Offers
from
seekers
and
providers
inevitably
appear
on
everything
from
eBay
to
Craigslist
and
Twitter,
along
with
a
number
of
other
secondary
market
ticket
sales
sites.
Searching
on
Google
will
produce
some
references
to
these
secondary
market
sites
–
but
Google’s
PageRank
methodology
turns
out
to
be
a
poor
method
for
collecting
all
the
currently
available
offers
from
seekers
and
providers.
Because
Google
equates
authority
with
number
of
links
pointing
to
a
page
–
the
most
authoritative
page
is
also
likely
to
be
oldest
and
therefore
expired
page
–
in
terms
of
the
potential
for
a
market
exchange.
Thus
seekers
and
finders
would
do
well
to
find
one
another
by
getting
closer
to
the
most
recent
rather
than
most
decrepit
exchange
offers.
In
a
world
where
exchange
neutrality
prevails,
all
seekers
and
providers
of
tickets
would
be
able
to
see
one
another’s
offers
in
a
ubiquitous
real
time
exchange
that
was
free
and
accessible
to
all.
Such
a
best
execution
scenario
would
engender
fairness
and
efficiency.
The
exchange
itself
might
hold
no
actual
underlying
offers,
but
rather
act
purely
as
a
search
engine
for
all
ticket
offers
–
regardless
of
source.
Thus,
whether
the
ticket
offer
emanated
from
eBay,
Craigslist,
Twitter
or
some
other
site
would
be
immaterial.
Each
of
these
entities
would
hold
the
listing
of
the
original
seeker
or
provider
offer,
but
the
exchange
is
the
point
at
which
all
offers
would
be
visible
and
the
public
good
of
a
best
execution
exchange
could
materialize.
This
scenario
has
enormous
intuitive
appeal.
Anyone
who
has
ever
shopped
online
can
see
the
benefit
of
being
able
to
search
for
and
find
the
most
comprehensive
information
about
the
item
they
are
looking
for.
Increased
access
to
exchange
information
benefits
many
groups
–
better
access
to
price
information
clearly
benefits
consumers,
and
increased
exposure
for
sellers
can
increase
business.
The
economy
as
a
whole
tends
to
grow
when
market
activity
can
be
conducted
more
efficiently
and
participants
have
confidence
that
markets
are
functioning
fairly.
Yet
a
number
of
internet-‐based
exchange
sites
have
sought
to
thwart
exchange
neutrality
by
imposing
technical
barriers
or
taking
aggressive
legal
stances
to
impede
public
access
to
exchange-‐
related
facts.
Why
anyone
would
oppose
a
world
of
free
and
fair
access
to
exchange-‐related
6
8. A
Call
For
Exchange
Neutrality
information?
Without
presuming
to
know
the
minds
of
others,
we
suggest
a
few
possibilities
for
this
conduct:
• First,
market
participants
who
could
benefit
greatly
from
increased
business
resulting
from
easier
access
to
information
about
their
products,
may
simply
be
unaware
of
this
possibility
and
fearful
of
change
that
could
affect
their
way
of
doing
business.
• Second,
vested
interests
may
seek
to
thwart
exchange
neutrality
out
of
fear
that
equal
access
to
postings
undermines
their
control
over
exchange-‐related
information.
Such
interests
may
think
that
they
can
profit
from
“exchange
bias,”
operating
in
imperfect
markets
where
seekers
and
providers
still
need
a
commissioned
broker
to
complete
a
transaction.
• Finally,
and
perhaps
most
troubling,
differential
access
to
facts
can
be
key
to
enjoying
riskless
and
outsized
returns
in
the
marketplace
–
as
in
the
example
of
latency
arbitrage
we
discuss
above.
When
facts
are
known
to
a
select
few
rather
than
the
public
at
large,
there
is
chance
to
lock
in
beneficial
outcomes
that
cannot
be
replicated
on
a
level
playing
field.
Opponents
of
free
access
to
exchange-‐related
facts
may
not
fully
appreciate
the
mischief
they
do,
or
the
great
public
benefit
that
the
free
flow
of
such
information
provides.
Nonetheless,
freedom
from
burdensome
impediments
to
exchange
is
as
much
a
founding
pillar
of
the
U.S.
as
other
areas
of
freedom,
such
as
freedom
of
speech
or
the
freedom
to
practice
one’s
own
religion.
The
ability
to
realize
the
American
dream
–
that
if
you
are
willing
to
work
hard,
you
can
build
a
better
life
for
yourself
–
is
based
on
the
concept
that
markets
function
fairly
and
all
participate
on
an
equal
footing.
For
this
reason,
our
country
has
from
its
inception
placed
a
high
value
on
unrestricted
exchange
and
the
economic
opportunity
it
engenders.
Remember,
a
rebellion
against
an
onerous
tax
on
exchanges
–
the
stamp
tax
–
helped
to
spark
the
War
of
Independence
with
Britain.
One
of
the
most
fundamental
powers
delegated
to
Congress
by
the
founders,
the
Commerce
Clause
of
the
U.S.
Constitution,
prohibits
state
legislation
that
unduly
burdens
interstate
commerce,
eliminating
the
kinds
of
onerous
tolls
and
other
state
restrictions
on
the
free
flow
of
traffic
on
public
highways
that
limited
the
growth
of
the
national
economy
under
the
earlier
Articles
of
Confederation.
Our
government’s
recognition
of
the
important
public
benefits
of
markets
that
function
fairly
and
efficiently
has
continued
into
the
digital
age.
In
fact,
when
the
Clinton
administration
launched
its
7
9. A
Call
For
Exchange
Neutrality
"Information
Superhighway"
initiative
in
1993,
it
explicitly
made
the
connection
between
improved
access
to
information
and
the
public
benefit
of
strong
markets:
Today’s
"Information
Age”
demands
skill,
agility
and
speed
in
moving
information.
Where
once
our
economic
strength
was
determined
solely
by
the
depth
of
our
ports
or
the
condition
of
our
roads,
today
it
is
determined
as
well
by
our
ability
to
move
large
quantities
of
information
quickly
and
accurately
and
by
our
ability
to
use
and
understand
this
information.
Just
as
the
interstate
highway
system
marked
a
historical
turning
point
in
our
commerce,
today
"information
superhighways"
-‐-‐
able
to
move
ideas,
data,
and
images
around
the
country
and
around
the
world
-‐-‐
are
critical
to
American
competitiveness
and
economic
strength.6
The
public
benefits
of
improved
access
to
the
“small,”
exchange-‐related
facts
were
thus
understood
and
very
much
part
of
the
driving
force
behind
the
Information
Superhighway
initiative,
which
played
a
critical
role
in
the
development
of
the
internet.
Now,
at
a
time
when
technological
advances
offer
the
possibility
of
vastly
improved
access
to
market-‐related
facts,
are
these
little
facts
to
be
afforded
less
protection
than
big
facts?
Proponents
of
exchange
neutrality
must
make
their
case
heard,
and
the
net
neutrality
movement
offers
a
good
model.
While
net
neutrality
involves
technical
issues
at
least
as
complicated
as
the
practice
of
latency
arbitrage,
it
became
a
meaningful
topic
in
the
eyes
of
the
public
when
it
became
clear
that
the
flow
of
types
and
sources
of
data
could
be
controlled,
in
terms
of
speed
and
pricing,
by
a
self-‐interested
intermediary
with
no
incentive
to
maximize
the
public
good.
A
loss
of
net
neutrality
in
the
U.S.,
while
a
win
for
certain
commercial
interests,
would
be
a
net
loss
for
consumers
and
businesses
alike
–
i.e.
the
greater
public
good.
The
crystallization
of
this
issue
has
become
clear
in
the
past
year
or
so,
though
the
laws
have
not
(yet)
been
rewritten
to
enshrine
these
principles.
Net
neutrality
and
exchange
neutrality
present
parallel
issues
–
private
interests
distorting
our
access
to
information
in
different
ways
–
and
the
public’s
interest
in
both
are
similar.
In
fact,
imagine
having
the
later
without
the
former.
One
could
search
for
exchange-‐related
data
without
fear
of
interference
about
the
speed
or
amount
of
access
–
but
without
guarantees
of
equal
access
to
data
in
the
public
domain,
the
search
results
will
be
distorted.
Net
neutrality
would
then
provide
users
fast
but
incomplete
market
information
–
and
that
outcome
is
clearly
inconsistent
with
the
public
good.
6
President
William
J.
Clinton
and
Vice
President
Albert
Gore,
Jr.,
“Technology
for
America’s
Economic
Growth,
A
New
Direction
to
Build
Economic
Strength,”
February
22,
1993,
available
at
http://www.itsdocs.fhwa.dot.gov/JPODOCS/BRIEFING/7423.pdf
at
p.
29.
8
10. A
Call
For
Exchange
Neutrality
The
basic
values
of
democratic
access
and
fair
play
apply
as
much
in
the
exchange
sphere
as
anywhere
else
on
the
Internet.
“Small
facts”
can
and
do
add
up,
and
have
important
impact
on
the
quality
of
life
we
all
enjoy.
We
must
keep
the
public
interest
in
our
sights
as
we
break
new
technological
ground
in
this
area.
9