
Abhinandan Pandey
Mathematics
IB + IGCSE
Gurgaon
A shortlist of IGCSE tutors only works if it accounts for where you actually live. IB Gram compares two or three verified tutors sector by sector across all ten corridors of Gurgaon, checking who can realistically reach your home before comparing anything else about them.
Matched by programme, subject, level, weak areas and your school's calendar.
Math AA, Math AI, Physics, Chemistry, Economics, English and more, to the current syllabus.
Online worldwide around school hours, with home and hybrid options where tutors are local.
Clear updates on what was covered, what needs practice and the next step.
School names are shown for local academic context only. IB Gram is an independent tutoring platform and is not affiliated with, endorsed by, or representing any school listed here.
IGCSE tutors in Gurgaon are best compared with geography factored in from the start, because home tuition only works if a shortlisted tutor's own route genuinely passes near your sector, and two tutors who look identical on paper can differ completely on whether they can reach you on a Tuesday evening. IB Gram builds a shortlist of two or three verified tutors across all ten corridors of the city, from Golf Course Road to Manesar, weighing subject fit and corridor fit together rather than one after the other. This page covers how that combined comparison works, what changes sector by sector, and how to run a fair trial with more than one tutor wherever you live.
A shortlist that ignores where a family actually lives is not really a shortlist, just three names in an email. IB Gram starts from the sector, not the subject alone: once the student's grade, board and school are known, the next question is which corridor, and how many verified tutors already have a workable route there. That single question changes what the shortlist can honestly look like before a single trial is booked. This is what makes comparing IGCSE tutors in Gurgaon meaningful rather than a quick, careless pick. In a corridor with many tutors already teaching nearby, the shortlist is built almost entirely on subject and tier fit, since geography is rarely the limiting factor. In a thinner corridor, geography and subject fit have to be weighed together: a tutor slightly less experienced but genuinely local may sit alongside a stronger specialist who can only join online, and IB Gram presents both honestly rather than hiding the trade-off. Trial lessons are then scheduled close together, ideally within the same week, whatever mix of home and online the shortlist ends up being. A gap of two or three weeks between trials makes the comparison unreliable, since a student's mood or a hard school week can distort one session more than the tutor's own teaching does. If the shortlist itself turns out to be wrong, too thin, too far, or simply not what the family expected, that is worth saying immediately rather than working through it politely. IB Gram will widen the search, add an online option, or start again with a different subject specialist. The aim is a comparison a family can trust, not a shortlist that exists just to tick a box.
1. Share the student's grade, board, current school and your exact sector or society.
2. IB Gram checks tutor density in your corridor before deciding how the shortlist will look.
3. You receive two or three profiles, weighted for subject fit and for a workable route to you.
4. Trial lessons run close together, at home, online or a mix, so the comparison is fair.
5. You choose, or ask for a fresh shortlist if the geography or the fit was wrong.
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Mathematics
IB + IGCSE

Mathematics AA SL
IB + IGCSE

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IB + IGCSE
Every tutor on a shortlist should be compared against the same board and tier, or the comparison is meaningless. Cambridge IGCSE, set by Cambridge International Education, and Pearson Edexcel International GCSE both cover Grade 9 and Grade 10, but grade differently and sit different exam series, so a shortlist mixing the two without saying so is comparing apples to a different fruit entirely. IB Gram states the board on every profile before a family sees it. Series dates matter for the comparison too. Cambridge runs February/March, offered only in India, May/June and October/November; Pearson Edexcel runs January and May/June. A tutor whose revision plan does not already account for the exact series your child's school has entered them for has not thought the comparison through as carefully as the profile suggests. Tier is the third axis worth holding constant across a shortlist. Core tops out at grade C, Extended reaches A*, and Edexcel Mathematics splits into Foundation and Higher instead. Comparing a tutor strong at Core against one strong at Extended is not really a fair comparison of teaching quality; it is a comparison of two different jobs, and IB Gram separates these clearly on every shortlisted profile. What comes after Grade 10, the International Baccalaureate (IB) Diploma Programme (DP), A Levels, or a move to CBSE or ISC, is worth weighing into the comparison too, since an IGCSE Grade 9 and 10 tutor who builds independent study habits now serves a future IB DP student differently than one focused purely on exam technique for a student staying within the same board.
Confirm Cambridge or Pearson Edexcel before comparing anyone, since the two are not interchangeable.
Cambridge exam series: February/March (India only), May/June and October/November.
Pearson Edexcel International GCSE series: January and May/June.
Core tops out at grade C; Extended reaches A*; Edexcel splits into Foundation and Higher.
Most Gurgaon students move into the IB DP, A Levels, CBSE or ISC after Grade 10.
A weak profile says 'Maths' or 'Science.' A strong one says Cambridge IGCSE Mathematics 0580, Core, Papers 1 and 3, or Edexcel Mathematics A 4MA1, Higher tier. The difference is not pedantry; a tutor confident on one paper structure is not automatically ready for the other, and a shortlist that does not force this distinction is comparing labels, not substance. Sciences show the same pattern. Cambridge IGCSE sciences weight multiple choice at 30%, theory at 50% and practical assessment at 20%, through either a hands-on Paper 5 test or the Paper 6 written alternative; Edexcel sciences are untiered, through Paper 1 and Paper 2, with practical skills folded into the written papers. A profile that does not distinguish between these is not comparable to one that does. English carries the widest spread: First Language English 0500, sometimes assessed by coursework portfolio; English as a Second Language 0510 or 0511, which differ in how speaking counts; Literature in English 0475; and Edexcel's Language A 4EA1, Language B 4EB1 and ESL 4ES1. Two tutors both claiming IGCSE English experience can be teaching entirely different assessments, and a strong shortlist makes that visible before the trial, not during it. What ties a strong profile together is specificity that can be checked: the exact code, the exact tier, and how the tutor marks against the real criteria rather than a general impression. A vague profile is not automatically a bad tutor, but it is one you cannot yet fairly compare against a specific one, and IB Gram asks for specifics before a name joins any shortlist.
The exact syllabus code, not just the subject name: 0580, 4MA1, 0500, 0510 or 0511.
Which tier or level their recent teaching actually covered, not their career as a whole.
Whether they mark against real mark schemes or assessment criteria.
Any coursework, practical or speaking-component experience relevant to the syllabus.
A specific, checkable answer, not a general claim of years of experience.
Golf Course Road, covering DLF Phase 5, DLF Phase 1, Sector 42, 43, 53 and 54, Ardee City and Wazirabad, alongside societies like DLF The Magnolias, The Aralias, Park Place, The Crest and The Belaire, has enough IGCSE tutors already teaching nearby that a genuine shortlist of two or three is normal, not the exception; IGCSE tutors in Gurgaon are simply not spread evenly, and this corridor makes that obvious right away. The same is true of Golf Course Extension Road, through Sector 56 to 65, Sushant Lok 3, Ghata and Gwal Pahari, with M3M Golf Estate, Ireo Grand Arch and Ireo Skyon, and of DLF Phases 2 to 4, MG Road and Cyber City, taking in Sikanderpur, Chakkarpur, Sector 24, 27, 28 and societies including DLF Beverly Park, Heritage City, DLF Hamilton Court, DLF Regency Park, DLF Richmond Park and Ambience Caitriona. Sohna Road, running from Sector 47 through Badshahpur and covering Nirvana Country, South City 2, Rosewood City, Uppal Southend, Vatika Chowk and societies like Central Park Resorts, Orchid Petals, Vatika City, Malibu Towne, Vipul Greens and The Close, and Sushant Lok 1 and 2, South City 1, Sector 29, 40, 45, 46 and Greenwood City near Millennium City Centre, both support real comparisons too, though a family right at the far end of Sohna Road toward Badshahpur may see a smaller shortlist than one nearer Sector 47. Southern Peripheral Road, through Sector 66 to 72, Ansal Esencia, Bhondsi and Tata Primanti, and Old Gurgaon and Palam Vihar, including Civil Lines, Sadar Bazar, Jacobpura, Rajendra Park, Ashok Vihar and Sector 4, 14, 15, 22 and 23, usually produce a shortlist of two home tutors, with a third profile more often filled online than by a third home visit, since fewer specialists have settled routes across these wider or older stretches of the city. New Gurgaon, across Sector 82 to 90, Kherki Daula, Pataudi Road, Vatika India Next and Godrej Air, Dwarka Expressway, through Sector 102 to 113 with Godrej Summit, Sobha City and ATS Kocoon, and Manesar and NH-48 south, covering IMT Manesar, Hero Honda Chowk and Sector 33, 34 and 37, are where a fair shortlist most often means one home tutor and two online options, simply because fewer specialists already live in these newer or further corridors; IB Gram says so plainly rather than stretching a thin local pool into a shortlist that only looks like three real choices.
Golf Course Road, Golf Course Extension Road and the DLF Phases usually support a full three-way shortlist.
Sohna Road and Sushant Lok also support real comparisons, though timing varies within each corridor.
Southern Peripheral Road and Old Gurgaon often produce two home options and one online profile.
New Gurgaon, Dwarka Expressway and Manesar usually need at least one online tutor to complete a fair shortlist.
IB Gram states this upfront rather than presenting a thin local shortlist as a full comparison.
IB Gram is an independent platform and is not affiliated with any school named here, the International Baccalaureate, Cambridge International Education or Pearson Edexcel. Families at schools such as Pathways World School, Aravali, Pathways School Gurgaon, Lancers International School, Scottish High International School, GD Goenka World School, Heritage Xperiential Learning School, The Shri Ram School, Aravali and DPS International Edge share broadly similar calendar pressures across Grade 9 and 10, regardless of the school's own curriculum. The best time to start comparing shortlisted tutors is six to eight weeks before a school's internal mocks, leaving enough runway to run two or three trials and settle into a weekly rhythm before pressure builds. Leaving it to the week before mocks turns the comparison into a rushed decision under stress, which usually means skipping the comparison altogether and taking whoever is free. Winter break and the autumn festival holidays are a poor window for trial lessons, since routines are disrupted for the student, the tutor and the school alike, and a trial run during a break says little about a normal weekday evening. Coursework deadlines, where a syllabus like First Language English 0500 permits a portfolio route, often fall months before the written papers, so families with coursework subjects should start the comparison earlier than the general exam calendar suggests. Right after a mock round is often the most useful moment to compare tutors, since the results are specific and recent rather than a vague sense that a subject is not going well. A parent-teacher meeting can surface the same need even earlier, and starting the comparison with a concrete gap in hand, rather than a general worry, gives every shortlisted tutor something real to respond to in the trial.
Six to eight weeks before mocks is the best window to start comparing tutors.
Winter break and festival holidays make a poor time for a fair trial lesson.
Coursework deadlines can land months before the written exam series.
A fresh comparison right after mocks uses results that are still specific and recent.
Every page here names schools as context only, never as a curriculum claim.
IB Gram's lead service across every corridor is home tuition, a verified tutor teaching the student at the family's own table, in Gurugram (Gurgaon), Haryana. In corridors with a deep local tutor pool, that means a shortlist of two or three home options can be compared almost entirely on subject fit, since travel is rarely the deciding factor once a tutor's route is confirmed. In corridors with fewer tutors already established nearby, the fairest shortlist usually blends formats: one or two home tutors, comparable in every other way, alongside a strong online specialist who would otherwise be out of reach. This is not a downgrade on the comparison; it is what a genuinely fair shortlist looks like once geography is taken seriously rather than ignored. A hybrid proposal, a tutor offering one home session and one online session each week, is worth comparing on its own terms rather than folding it into either the home or the online column. Some students do better with a tutor physically present for new content and comfortable moving to a screen for revision and past papers, and that pattern deserves a fair trial alongside the pure formats. Whatever the mix, judge every trial by the same yardstick: the same length, similar material, and the same short checklist. Evening traffic on a stretched corridor, from Sohna Road toward Golf Course Road, say, can make a home slot that worked in the trial harder to sustain some weeks, and a family should ask directly how a tutor handles that unpredictability before choosing.
In dense corridors, most shortlists compare three home tutors on nearly equal footing.
In thinner corridors, the fairest shortlist often mixes home tuition with one or two online tutors.
A hybrid proposal, one home session and one online, deserves its own place on a shortlist.
Judge a home trial and an online trial by the same length and the same material.
Evening traffic on a stretched corridor can change which format actually suits a given week.
A sector-matched home tutor is one option among several, not the automatic answer for every family or every corridor. A coaching centre batch can cost less and suit a student who enjoys peer discussion; a live online class reaches specialists a thin corridor cannot; word of mouth can work when the source is genuinely reliable. This table weighs a shortlisted home tutor against each, corridor considerations included.
| What matters | Home tutor through IB Gram | Coaching centre batch | Live online group class | Tutor found by word of mouth |
|---|---|---|---|---|
| Attention per student | Full attention shaped to this student, confirmed across two or three shortlisted options | Attention split across a batch of many students regardless of corridor | Attention divided across the live class, wherever the family is based | Attention depends on that one individual's own habits, unverified |
| Syllabus fit (Core or Extended tier, or Foundation or Higher) | Every shortlisted tutor's exact tier and board confirmed before the trial, wherever you live | Rarely tailored to one tier; built for the batch as a whole | Often generalised across boards and tiers to suit a wider audience | Depends entirely on that one person's own recent experience |
| Travel and time in Gurgaon | Checked corridor by corridor before a name reaches the shortlist, not after | Fixed centre location; the same commute whichever tutor teaches there | No travel from any sector, though this also removes any home-visit option | Depends on where that individual tutor happens to live |
| Scheduling flexibility | Slots proposed by each shortlisted tutor, adjusted for the sector's own evening traffic | Fixed batch timing that does not vary by corridor or family | Usually a fixed published timetable across every location | Depends on that one person's other commitments |
| Coursework or IA help within academic integrity rules | Stated upfront by each shortlisted tutor so families in any sector can compare | Rarely part of a group batch's format | Rarely available in a live group class | Depends entirely on that individual's own background |
| Feedback to parents | Each shortlisted tutor's update style compared directly, regardless of sector | Usually generic, covering the batch as a whole | Varies by platform and is often minimal | Informal, dependent on the individual remembering |
| How the tutor is chosen and checked | Every profile verified before shortlisting, wherever the family's sector sits | Centre staff hired once, with no per-family or per-sector matching | Set by the platform, not matched to a family's sector at all | A single referral, with no independent check |
| Trial before committing | A trial with every shortlisted tutor, home or online, before any commitment | Uncommon; most centres expect a term's commitment upfront | Sometimes offered as one free class; often not | Rarely formalised in a word-of-mouth arrangement |
| Who it suits best | A family that wants a fair, sector-aware comparison before choosing | A student who studies well in a group, whatever the corridor | A family managing several subjects who values access over a home visit | A family with a strong, specific referral already in hand |
Every name that reaches a family's shortlist has already cleared a baseline check: subject background, the board and level actually taught, and, where relevant, examining or marking experience with Cambridge or Edexcel. This happens before the profile is shared, not after a complaint, so a shortlist is a genuine comparison of three cleared candidates, not a mix of checked and unchecked names. Within the shortlist, it is still worth pressing on specifics. A tutor's confidence at Extended tier does not automatically transfer to Foundation, and a family should ask each shortlisted tutor the same direct question about recent experience at the exact tier being compared. No tutor can guarantee a grade, and any profile implying otherwise is worth setting aside regardless of how strong it otherwise looks. For a home visit, confirm who else will be present and for how long, and ask the same of every shortlisted tutor so the answers are genuinely comparable. Gate entry and visitor registration vary by society across Gurgaon's corridors, so it is worth checking with your own gate ahead of a first visit, particularly during a busy week with more than one trial scheduled. Finally, ask every shortlisted tutor, home or online, the same question about rescheduling before choosing: what happens if a session cannot go ahead. IB Gram documents this in writing once a tutor is chosen, so nothing depends on memory once the school term is in full swing. Every one of these checks applies equally across the shortlist, which is exactly what makes comparing IGCSE tutors in Gurgaon a fair process rather than a guessing game dressed up as one.
Subject background and the actual level taught, checked before a profile is shortlisted.
Board and tier experience matched to what the student is sitting, not a general claim.
Any examining or marking experience relevant to Cambridge or Edexcel.
A clear rescheduling and replacement policy, agreed before the first paid session.
For home tutors, confirmation of who else is present, and for how long.
Not every family gets to compare three tutors who all live down the road, and pretending otherwise does families in corridors like New Gurgaon or Manesar a disservice. When a sector's local tutor pool is thin, the honest move is to widen the radius, adding a strong online specialist to the shortlist rather than padding it with a second, weaker local name just to hit three. A single genuinely strong online tutor compared fairly against one local home tutor is a better shortlist than three mediocre local options. The comparison itself does not need to change because the formats differ. Ask the same questions of a home tutor and an online tutor: which exact syllabus code have they taught, how do they mark, what does a typical session look like, how do they handle a student who has gone quiet. Run each trial for the same length and cover similar ground, and judge on the answers, not on which one happened to visit your house. Two home tutors and one online tutor, or one home and two online, is still a genuine three-way shortlist, not a fallback version of one. What matters is that each option was chosen on the same criteria, board and tier fit first, then teaching style, then logistics, rather than accepting whichever profile happened to be geographically convenient. A family in a thin corridor who compares properly usually ends up more confident in their final choice than a family in a dense corridor who barely looked past the first name. IB Gram's approach in a thinly covered sector is to say so directly rather than quietly narrowing the standard. If a corridor genuinely cannot support three strong home options for a specific, less common subject, that gets said plainly, along with what the realistic shortlist looks like instead, so a family is never comparing a strong tutor against two names added just to fill the number three.
A strong online specialist is worth comparing directly against a weaker but local home tutor.
Two home tutors and one online profile is still a fair three-way shortlist, not a compromise.
Ask each tutor the same questions regardless of format, so the comparison stays consistent.
A sector with thin tutor density is not a reason to skip comparing altogether.
IB Gram widens the radius before it narrows the standard, keeping the comparison genuine.
The comparison does not end once a tutor is chosen; it just changes shape. The clearest early sign a match is working is smaller than most families expect: a student attempting a harder question without immediately asking for help, or catching their own mistake on a past paper before being told. That shift usually shows within the first two or three sessions, whether the sessions are home tuition or online. A vague complaint turning into a specific question, why this method rather than that one, is a more reliable signal than a test score in the first month, since scores take longer to move than working habits do. No tutor, however well matched on paper, can guarantee a grade, and IB Gram will not suggest otherwise even after a strong start; what a good match changes is the odds, through a syllabus-matched plan and marking against real criteria. A proper review, roughly every four to six weeks, should point to something concrete: a topic that used to cause panic now handled calmly, or a mock score that has genuinely moved, not a repeated general reassurance. If two reviews in a row say the same vague thing, that is worth raising directly with IB Gram rather than assuming the geography and subject match alone will eventually fix it. Occasionally, a tutor who is right on paper, right sector, right subject, right tier, still does not produce visible progress, and that is useful information rather than a failure of the shortlist. The cause may sit outside the tutoring relationship entirely: a gap from an earlier grade, too many subjects at once, or a confidence issue bigger than any one subject. IB Gram will say so plainly rather than proposing a fourth name for the same unresolved problem.
Look for a student attempting harder work with less resistance within two or three weeks.
A specific question replacing a vague 'I don't get it' is an honest early sign.
No tutor can guarantee a grade; consistent practice against real criteria improves the odds.
A review every four to six weeks should name something concrete that has changed.
If progress stalls despite a good sector and subject match, the cause may sit elsewhere.
Send IB Gram a query or book a free consultation with the student's grade, current school, board and, if known, the tier, along with your exact sector or society, wherever in Gurgaon that is, from DLF Phase 5 on Golf Course Road to Sector 90 in New Gurgaon. The sector matters as much as the subject from the very first message, since comparing IGCSE tutors in Gurgaon properly means weighing both together, not one after the other. Ask directly what the realistic shortlist looks like for your corridor before assuming three home tutors is guaranteed. In a dense corridor like Sohna Road or the DLF Phases, that is usually straightforward; further out, IB Gram will say plainly if the fairest comparison includes an online tutor alongside one or two home options, rather than padding a thin local pool. Once the shortlist arrives, book trial lessons as close together as the calendar allows, whatever the mix of home and online, and run the same short checklist for each: subject and tier fit, teaching style, pace, communication and logistics. Ask the student directly how each session felt, since that reaction often carries more signal than anything on the profile. Once you have chosen, tell IB Gram which tutor and briefly why; that feedback sharpens future shortlists for other families in a similar sector. If the comparison did not throw up a clear winner, say that too, and a fresh shortlist, wider in radius if needed, will follow rather than a family being asked to settle.
Send the student's grade, board, tier, school and your exact sector or society.
Ask directly how many tutors already teach near you before expecting a full three-way shortlist.
Book trial lessons close together, whatever mix of home and online the shortlist includes.
Run the same short checklist in every trial: subject fit, style, pace, communication, logistics.
Tell IB Gram which tutor you chose and why, so future sector-based shortlists improve.
IB Gram is an independent tutoring platform and is not officially affiliated with any school named on this page, the International Baccalaureate, Cambridge International Education or Pearson Edexcel.
Not automatically, and IB Gram says so upfront rather than pretending otherwise. Dense corridors like Golf Course Road, the DLF Phases and Sohna Road usually support three genuine home options; in corridors such as New Gurgaon, Dwarka Expressway or Manesar, a fair shortlist more often blends one or two home tutors with a strong online specialist. Either way, every option is compared on the same criteria, so a thinner corridor still gets a genuine choice, just not always three home visits.
No, because the comparison then runs between that home tutor and one or two strong online specialists, rather than between three home options. A single local tutor compared fairly against a genuinely strong online alternative is still a real comparison, and often a more useful one than three similar local names. IB Gram widens the search rather than telling a family in a thin corridor that comparison is not available to them.
It is worth asking directly during the trial, not assuming it will sort itself out. A tutor already teaching near Sohna Road who also covers Golf Course Road may have a comfortable route most evenings, but a specific bad-traffic week can still push a session later than planned. Ask each shortlisted tutor how they handle a slot that regularly runs into traffic, since the answer often distinguishes a tutor who has genuinely thought about your corridor from one who has not.
Yes, and this happens often when a family's sector sits near the edge of a dense corridor. A tutor based near DLF Phase 3 might be shortlisted alongside a tutor who normally covers New Gurgaon but is willing to extend their route for the right subject match. What matters is that both are judged on the same criteria, not that they come from the same corridor.
Weigh the trade-off honestly rather than defaulting to home tuition out of habit. A student who concentrates well on a screen and needs a specialist not available locally may do better with the online option; a student who has never worked independently online, or who needs someone physically present to stay on task, may need the home visit more. IB Gram will give an honest view during the trial feedback conversation rather than assuming home is always the better choice.
Usually within the same timeframe as a dense corridor, since IB Gram widens the search to include online tutors rather than waiting for a local match to become available. A family in Manesar or on Dwarka Expressway should not expect a longer wait than a family on Golf Course Road; the shortlist composition changes, but the turnaround generally does not.
Try to keep them as similar as possible: the same length, similar material, and the same questions asked of the tutor. The only real difference is logistics, arranging a room and materials for a home trial, or checking the connection and screen-sharing setup for an online one. Judging teaching quality should not depend on which format the trial happened to run in.
Yes, and IB Gram checks this before confirming a shortlist, not after. Even within the same broad corridor, a tutor finishing a session in one society and starting the next in another needs a genuine gap, particularly during evening traffic. Ask a shortlisted home tutor directly what their schedule looks like immediately before your proposed slot, since a tutor rushing from another sector is more likely to run late.
Sometimes, particularly for a subject where genuinely strong specialists are scarce across the whole city, not just your corridor. A tutor based in Sushant Lok might extend to Southern Peripheral Road for the right match, though it is fair to ask directly whether they see this as sustainable for a full term rather than a one-off trial. If it is not sustainable, an honest tutor will say so before, not after, the family commits.
Tell IB Gram as soon as the move is confirmed, since it may change whether the current tutor's route still works and whether a fresh shortlist makes more sense than persisting with a commute that no longer suits either side. A move within the same corridor, from one DLF phase to another, for instance, rarely changes anything; a move across the city usually calls for a fresh comparison.
Comparing tutors through a free trial class costs nothing regardless of your sector; it is only once a tutor is chosen that a fee structure applies, priced by session or package and subject to level and availability, never as a fixed number quoted upfront regardless of corridor. Geography affects which tutors can realistically be shortlisted, not whether the comparison itself is free.
Mostly in how the shortlist is composed rather than in how the trial itself runs: a family in New Gurgaon is more likely to see one home tutor alongside one or two online specialists on their shortlist, compared with three home options in a denser corridor. The home trial itself, once arranged, follows the same format, a quiet space, the student's current materials, and a short diagnostic before anything is agreed.
Send IB Gram your child's grade, board, tier and sector, or book a free consultation, and we will say plainly what a fair shortlist looks like for your specific corridor. Trial lessons, at home, online or a mix, run close together so the comparison stays fair. If the fit is wrong, ask for a fresh shortlist rather than settling.
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