A winning betting slip is persuasive because it is concrete.
The stake is visible. The odds are visible. The payout is visible.
The image can be shared instantly and understood without
explanation.
What it does not show is everything that came before it.
It may omit losing slips, deleted tips, changed odds, unavailable
selections, differences in stake or the bankroll required to survive the
sequence. It says nothing about what a follower would have achieved by
acting on every recommendation under realistic conditions.
That is why a winning screenshot is not a performance record.
The distinction matters for customers, tipsters and the operators or
affiliate programmes that pay them. Tipsters can create attention,
interpretation and trust within sports-betting communities. They can
also present selective evidence in a way that encourages people to infer
a level of profitability the complete record does not support.
A 2026 preprint by Kayode Makinde, Oluwatimileyin Onasanya and
Frances Adelakun gives this issue unusual relevance in Nigeria. The
researchers tracked 5,467 pre-match betting tips from three prominent
tipsters on X and Telegram, verified outcomes against recorded results
and tested several staking approaches. They reported that the promoted
bets collectively lost 25.24 percent and that an equal-stake follower
simulation lost 38.27 percent.
Those numbers are important. Their limits are equally important.
The study covers three tipsters, not the entire Nigerian tipster
market. It is a preprint and should be evaluated as such. Its simulation
depends on recorded tips, odds, timing and stated assumptions. It does
not prove that every tipster is unprofitable or that every follower
experiences the same outcome.
What it does demonstrate is the value of complete records over
selected wins.
Why selective evidence is
so powerful
Sports betting produces frequent opportunities for dramatic
outcomes.
High-odds wins create visually impressive payouts. Accumulators turn
small stakes into large nominal returns. A tipster can post several
selections, highlight the winners and allow losing activity to disappear
into the feed.
Followers then encounter a sample shaped by publication choices.
This is a form of selection bias. The visible record is not
necessarily representative of the full record. Survivorship bias can
also appear when unsuccessful tipsters stop posting or change identities
while successful periods remain searchable.
Other presentation practices can distort perception:
- posting a win without the full sequence of bets;
- deleting or editing losing tips;
- recording the best available odds after publication;
- varying stakes without showing bankroll risk;
- claiming a prediction after an event has begun;
- counting voids, partial cash-outs or promotions inconsistently;
- presenting turnover as profit;
- showing gross winnings without subtracting stakes;
- using exceptionally high odds as if they represent normal
performance.
Not every incomplete post is intentionally deceptive. Social content
is compressed. Tipsters may not maintain formal records. The commercial
and consumer-protection problem remains: audiences can interpret
selective success as reliable profitability.
The
Nigerian study provides a method, not a market verdict
The Makinde, Onasanya and Adelakun paper is useful because it
attempts to reconstruct a complete tip history.
According to the authors, the dataset included 5,467 pre-match
betting slips from three Nigerian influencers on X and Telegram. They
verified outcomes using official betting records and analysed several
staking methods, including flat and other adjusted approaches. The
tracked bets represented a large nominal stake volume in the study’s
simulations.
The strongest contribution is methodological.
It asks what would happen if a follower acted on the published record
rather than remembering selected wins. It distinguishes the performance
of promoted bets from the wealth or lifestyle displayed by the promoter.
It examines whether changing stake allocation rescues the underlying
selections.
The result was negative across the tested strategies.
Responsible interpretation requires several cautions:
- the sample contains three tipsters;
- the observation period and platform behaviour may not represent
every cycle; - followers may receive, notice or act on tips differently;
- available odds can change between posting and placement;
- staking simulations simplify real customer behaviour;
- a preprint has not completed the same process as a peer-reviewed
journal article.
The evidence should prompt better verification. It should not be used
to accuse every Nigerian tipster of the same conduct or result.
Profitability needs a
standard definition
Tipster performance is difficult to compare when each person reports
a different measure.
At minimum, a record should distinguish:
- number of tips;
- number of settled selections;
- total amount staked;
- gross return;
- net profit or loss;
- return on stake;
- average odds;
- hit rate;
- maximum drawdown;
- longest losing sequence;
- time period;
- bookmaker or market availability;
- staking method.
Net profit is gross return after stakes are deducted. Return on stake
expresses the net result relative to total stake. Hit rate without odds
is incomplete because winning half of low-probability high-odds bets
differs from winning half of short-priced selections.
Drawdown matters because an apparently profitable long-term record
may require a bankroll and risk tolerance that ordinary followers do not
have.
The record should also include every qualifying tip posted under the
service, not a curated portfolio. If tips are changed, voided or
deleted, the audit trail should show why.
Timing and odds are
part of the evidence
A tip is not fully reproducible without a timestamp and the odds
available when followers could act.
Odds move. A selection advised at 2.50 may offer a materially
different expected return when a follower sees it at 2.10. In
fast-moving markets, the quoted price may be available briefly or to
only a small number of customers.
Verification should record:
- original publication time;
- event and market;
- advised selection;
- quoted odds and bookmaker;
- whether the market remained available;
- result and settlement basis;
- any edit or deletion;
- the time the result was recorded.
For paid services or commercial partnerships, independent
time-stamped recording is stronger than a spreadsheet controlled only by
the promoter.
The purpose is not to create impossible precision. It is to prevent
performance from being reconstructed after the outcome is known.
Staking can conceal risk
Two tipsters with identical selections can report different outcomes
by changing stake size.
A promoter may increase the stake on a winner and use a smaller stake
on losers. Unless stake recommendations were published in advance, the
retrospective record is not meaningful.
Common staking approaches include equal stakes, confidence-based
units, fixed-return targets and percentage-of-bankroll methods. Each
changes volatility and potential loss. None can turn negative selection
quality into guaranteed profitability.
Followers also face practical constraints. Minimum bets, maximum
limits, changing odds and available bankroll affect whether the proposed
staking method can be followed.
Performance reporting should therefore show both the selection record
and the staking assumptions. High returns achieved through severe
drawdown or escalating stakes should not be presented as low-risk
evidence.
Operators and affiliates should be especially cautious about
promotional language that implies recovery through larger bets or
encourages customers to chase losses.
Commercial
relationships change responsibility
When an operator pays a tipster, the relationship is no longer only
between a commentator and an audience.
The tipster becomes part of the operator’s distribution system. The
commercial connection should be disclosed clearly, and the promotional
conduct should meet applicable advertising and gambling standards.
The affiliate programme should establish:
- who controls the account and related communities;
- whether the audience is appropriate for the market and age
restrictions; - how sponsorship or affiliate status will be disclosed;
- which claims are prohibited;
- whether profitability claims require supporting records;
- how odds, offers and terms will be presented;
- how content is monitored and retained;
- how corrections, complaints and removals are handled;
- whether sub-affiliates or reposting are permitted;
- what customer-quality outcomes affect the relationship.
The operator should not approve a partner based only on follower
count and a collection of successful slips.
I have worked with creators, publishers, streamers and communities
within a relationship base of more than 100 active and local partners.
The relevant lesson is that influence and evidence must be evaluated
separately. A partner can have genuine audience trust and still use weak
performance claims. Strong conversion can coexist with promotional
practices the business should not accept.
Commercial value does not remove the need for governance.
Operators
should measure downstream customer quality
Tipster partnerships may produce registrations and first deposits.
That does not show whether the acquired behaviour is sustainable.
The programme should examine:
- registration-to-deposit conversion;
- deposit size and repetition;
- bonus and promotional dependence;
- product and market concentration;
- early loss patterns;
- rapid deposit escalation;
- complaints or misleading-claim reports;
- retention and net value;
- markers requiring safer-gambling review;
- chargeback, fraud or duplicate-account concerns.
These measures should not be used to target vulnerable customers more
aggressively. They should help the operator understand whether the
distribution relationship is producing legitimate, safe and commercially
sustainable activity.
A partner whose audience converts quickly but shows concerning loss
or escalation patterns may require a different response from one
delivering normal recreational behaviour.
The programme should involve responsible-gambling and compliance
specialists in the review.
Tipsters need an evidence
standard
The industry can set a higher standard without claiming that
predictions can be made risk-free.
A credible tipster record should be:
Complete
All qualifying tips are included, not only wins.
Time-stamped
The selection and odds are recorded before the event.
Reproducible
The staking approach and settlement rules are clear enough to
calculate.
Comparable
Results use consistent measures such as net profit, return on stake
and drawdown.
Independently verifiable
Evidence is not controlled solely by the promoter.
Properly disclosed
Commercial relationships, incentives and conflicts are clear.
Responsibly communicated
No guarantee, false certainty or encouragement to chase losses.
This standard benefits serious analysts and tipsters. It gives them a
way to distinguish disciplined work from selective promotion.
Audiences need
probability, not certainty
Betting content often converts uncertainty into confident
language.
“Banker,” “sure odds” and similar terms can make a probabilistic
outcome sound guaranteed. Even a well-researched selection can lose. A
profitable historic record does not guarantee future results.
Responsible communication should explain:
- that outcomes are uncertain;
- that odds reflect implied probability and bookmaker margin;
- that losing sequences are possible;
- that historic performance is not a promise;
- that stakes should not be framed as a way to recover losses;
- that gambling should not be presented as income or financial
planning.
Public-health research has documented the risks of gambling promotion
that normalises participation or links betting with status and success.
The tipster relationship can intensify this because the recommendation
arrives through a trusted individual rather than an institutional
advert.
That trust creates a higher duty of care, not a lower one.
Research should
continue with broader data
The Nigerian preprint opens useful questions that a three-tipster
sample cannot settle.
Future research could examine:
- larger and more diverse tipster samples;
- different sports and bet types;
- public versus paid groups;
- deleted and edited content;
- odds availability at follower scale;
- follower behaviour rather than simulated adherence;
- disclosure and sponsorship effects;
- links between tip consumption and risky gambling behaviour;
- performance across longer periods.
Operators and platforms could support independent research by
preserving advertising and partnership records in privacy-respecting
ways.
The goal should not be to prove that no tipster can add analytical
value. It should be to understand what is being claimed, what evidence
supports it and how commercial promotion affects customers.
Pay for evidence, not
performance theatre
Tipsters and betting creators are part of modern distribution. Their
value can include sports interpretation, entertainment, community and
audience access.
Operators should be clear about which of those functions they are
paying for.
If the commercial proposition depends on proven betting performance,
selected screenshots are inadequate. The business needs a complete,
time-stamped and reproducible record. If the value is content or
community access, the agreement should say so without allowing implied
profitability to substitute for evidence.
The 2026 Nigerian study should not be stretched beyond its sample.
Its central lesson remains powerful: when the full record is
reconstructed, the result can look very different from the visible
wins.
That is the standard every serious partner programme should take
forward.
Do not evaluate a tipster by the most impressive outcome they chose
to show.
Evaluate the complete record, the way it was communicated and the
customer behaviour it produced.